Session 3: Working with Files

ESS: Introduction to Web Scraping and Data Management for Social Scientists

Johannes B. Gruber

2024-07-24

Introduction

This Course

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Day Session
1 Introduction
2 Data Structures and Wrangling
3 Working with Files
4 Linking and joining data & SQL
5 Scaling, Reporting and Database Software
6 Introduction to the Web
7 Static Web Pages
8 Application Programming Interface (APIs)
9 Interactive Web Pages
10 Building a Reproducible Research Project

The Plan for Today

In this session, you learn:

  • how to use files efficiently and how to solve problems using files
  • good practices for transparent and efficient file usage
  • how to work with many files at the same time
  • and how you can facilitate collaborative working with files

JF Martin via unsplash.com

Files

What are files

  • during analysis, your data resides in memory
  • when the R is closed, the memory is emptied
  • data then needs to be stored in a file (or files) on your disk/network/cloud (or a database)
  • there are many different file types, some better suited for data storage than others (e.g., JPEG vs. XLSX)

Let’s get some files

if (!dir.exists("data/files")) {
  dir.create("data", showWarnings = FALSE)
  # download the zip file containing the data from Weidmann (2023)
  if (!file.exists("data/main.zip")) {
    curl::curl_download(
      url = "https://github.com/nilsbw/dmbook-setup/archive/refs/heads/main.zip", 
      destfile = "data/main.zip"
    )
  }
  # extract the archive
  unzip("data/main.zip", exdir = "data")
  # we are only interested in the files for chapter 4, so we move them up
  file.rename("data/dmbook-setup-main/ch04", "data/files")
  # now we can clean up
  unlink("data/dmbook-setup-main", recursive = TRUE)
}

Now let’s have a look:

list.files("data/files")
 [1] "csv-example-quotes.csv"    "csv-example-semicolon.csv"
 [3] "csv-example.csv"           "journalism.sav"           
 [5] "leaders-twitter.Rdata"     "REFERENCES.md"            
 [7] "terrorism-targets.dta"     "un-secretaries-ascii.txt" 
 [9] "un-secretaries.txt"        "unsc-membership.xls"      

Operating system shenanigans

Windows and macOS annoyingly hide file extensions. I generally recommend you change that:

Windows

macOS

Plain text vs. binary files

Basic difference between file types:

  • some contain information stored as plain text

  • some are binary files that need to be interpreted by a program

Encoding

  • Binary files contain some meta information on how they should be interpreted. Plain text files do not
  • What specific bytes represent which character is defined in the file encoding
  • Unfortunately, there are different standards (e.g., UTF-8, ASCII, Windows-1252)
  • The file itself gives no hint what encoding it uses 😿

Verne Ho via unsplash.com

Encoding: experiment

This file is encoded in UTF-8, which R expects:

readLines("data/files/un-secretaries.txt")
[1] "Trygve Lie"              "Dag Hammarskjöld"       
[3] "U Thant"                 "Kurt Waldheim"          
[5] "Javier Perez de Cuellar" "Boutros Boutros-Ghali"  
[7] "Kofi Annan"              "Ban Ki-Moon"            
[9] "António Guterres"       

Dag Hammarskjöld and António Guterres have names with letters that do not exist in the English alphabet and thus do not exist in the American Standard Code for Information Interchange (ASCII), one of the oldest encoding standards.

If we try to open the other file, where someone saved the same data, but with a different encoding:

readLines("data/files/un-secretaries-ascii.txt")
[1] "Trygve Lie"              "Dag Hammarskj??ld"      
[3] "U Thant"                 "Kurt Waldheim"          
[5] "Javier Perez de Cuellar" "Boutros Boutros-Ghali"  
[7] "Kofi Annan"              "Ban Ki-Moon"            
[9] "Ant??nio Guterres"      

Encoding: pitfall

A common mishap is that people using Microsoft Windows use this program to open text files:

It has the very annoying habit of forcing a different encoding.

file.copy("data/files/un-secretaries.txt", "data/files/un-secretaries_win.txt")
[1] FALSE

Let’s open this file with Notepad, do nothing and just save it (or open it in RStuido and use File -> Save with Encoding)

readLines("data/files/un-secretaries_win.txt")
[1] "Trygve Lie"              "Dag Hammarskj\xf6ld"    
[3] "U Thant"                 "Kurt Waldheim"          
[5] "Javier Perez de Cuellar" "Boutros Boutros-Ghali"  
[7] "Kofi Annan"              "Ban Ki-Moon"            
[9] "Ant\xf3nio Guterres"    

Encoding: pitfall

You can sometimes return from something like that, but it’s almost never straightforward. We can guess the encoding based on some patterns in the text:

readr::guess_encoding("data/files/un-secretaries_win.txt")
# A tibble: 1 × 2
  encoding   confidence
  <chr>           <dbl>
1 ISO-8859-1       0.21
# ISO-8859-1 is an alias for windows-1252

And can either convert the input or use a function that can work with different encodings:

readLines("data/files/un-secretaries_win.txt") |>
  stringi::stri_encode(from = "ISO-8859-1", to = "UTF-8")
[1] "Trygve Lie"              "Dag Hammarskjöld"       
[3] "U Thant"                 "Kurt Waldheim"          
[5] "Javier Perez de Cuellar" "Boutros Boutros-Ghali"  
[7] "Kofi Annan"              "Ban Ki-Moon"            
[9] "António Guterres"       
readr::read_csv(file = "data/files/un-secretaries_win.txt", locale = readr::locale(encoding = "ISO-8859-1"))
# A tibble: 8 × 1
  `Trygve Lie`           
  <chr>                  
1 Dag Hammarskjöld       
2 U Thant                
3 Kurt Waldheim          
4 Javier Perez de Cuellar
5 Boutros Boutros-Ghali  
6 Kofi Annan             
7 Ban Ki-Moon            
8 António Guterres       

File formats for tabular data: CSV

  • Comma-Separated Values (CSV)
  • plain text file
  • data must be perfectly rectangular (each line must have the same number of cells)
  • many functions to read (and write) CSV files: read.csv, readr::read_csv, data.table::fread
readLines("data/files/csv-example.csv") |> 
  head(15)
 [1] "numa,ida,numb,idb,kmdist,midist" "2,USA,20,CAN,738.31,460.56"     
 [3] "2,USA,31,BHM,1639.23,1022.12"    "2,USA,40,CUB,1831.13,1141.3"    
 [5] "2,USA,41,HAI,2308.86,1439.25"    "2,USA,42,DOM,2381.58,1485.71"   
 [7] "2,USA,51,JAM,2338.15,1458.44"    "2,USA,52,TRI,3528.94,2200.79"   
 [9] "2,USA,53,BAR,3363.3,2096.76"     "2,USA,54,DMA,3240.08,2021.01"   
[11] "2,USA,55,GRN,3365.32,2098.78"    "2,USA,56,SLU,3211.8,2002.83"    
[13] "2,USA,57,SVG,3272.4,2040.2"      "2,USA,58,AAB,2862.34,1784.67"   
[15] "2,USA,60,SKN,2787.6,1738.21"    
rio::import("data/files/csv-example.csv")
    numa ida numb idb   kmdist   midist
1      2 USA   20 CAN   738.31   460.56
2      2 USA   31 BHM  1639.23  1022.12
3      2 USA   40 CUB  1831.13  1141.30
4      2 USA   41 HAI  2308.86  1439.25
5      2 USA   42 DOM  2381.58  1485.71
6      2 USA   51 JAM  2338.15  1458.44
7      2 USA   52 TRI  3528.94  2200.79
8      2 USA   53 BAR  3363.30  2096.76
9      2 USA   54 DMA  3240.08  2021.01
10     2 USA   55 GRN  3365.32  2098.78
11     2 USA   56 SLU  3211.80  2002.83
12     2 USA   57 SVG  3272.40  2040.20
13     2 USA   58 AAB  2862.34  1784.67
14     2 USA   60 SKN  2787.60  1738.21
15     2 USA   80 BLZ  2632.06  1641.25
16     2 USA   70 MEX  3054.24  1903.85
17     2 USA   90 GUA  3022.93  1884.66
18     2 USA   91 HON  2951.22  1840.22
19     2 USA   92 SAL  3054.24  1904.86
20     2 USA   93 NIC  3134.03  1954.35
21     2 USA   94 COS  3314.82  2067.47
22     2 USA   95 PAN  3358.25  2093.73
23     2 USA  100 COL  3846.08  2397.74
24     2 USA  101 VEN  3382.49  2108.88
25     2 USA  110 GUY  4049.09  2525.00
26     2 USA  115 SUR  4315.73  2690.64
27     2 USA  130 ECU  4357.14  2716.90
28     2 USA  135 PER  5707.51  3558.23
29     2 USA  140 BRA  6789.22  4233.92
30     2 USA  145 BOL  6231.70  3885.47
31     2 USA  150 PAR  7456.83  4650.04
32     2 USA  155 CHL  8095.15  5046.97
33     2 USA  160 ARG  8401.18  5238.87
34     2 USA  165 URU  8465.82  5278.26
35     2 USA  200  UK  5991.32  3735.99
36     2 USA  205 IRE  5499.45  3428.95
37     2 USA  210 NTH  6259.98  3903.65
38     2 USA  211 BEL  6308.46  3932.94
39     2 USA  212 LUX  6444.81  4018.79
40     2 USA  220 FRN  6255.94  3900.62
41     2 USA  221 MNC  6819.52  4252.10
42     2 USA  223 LIE  6794.27  4236.95
43     2 USA  225 SWZ  6695.29  4175.34
44     2 USA  230 SPN  6166.05  3844.06
45     2 USA  232 AND  6446.83  4019.80
46     2 USA  235 POR  5816.59  3626.91
47     2 USA  255 GMY  6806.39  4244.02
48     2 USA  260 GFR  6496.32  4051.11
49     2 USA  265 GDR  6806.39  4244.02
50     2 USA  290 POL  7268.97  4532.88
51     2 USA  300 AUH  7201.30  4490.46
52     2 USA  305 AUS  7201.30  4490.46
53     2 USA  310 HUN  7441.68  4639.94
54     2 USA  315 CZE  6974.05  4348.05
55     2 USA  316 CZR  6974.05  4348.05
56     2 USA  317 SLO  7254.83  4523.79
57     2 USA  325 ITA  7345.73  4580.35
58     2 USA  331 SNM  7175.04  4474.30
59     2 USA  338 MLT  7804.27  4866.18
60     2 USA  339 ALB  7854.77  4897.49
61     2 USA  345 SER  7711.35  4807.60
62     2 USA  341 MNG  7730.54  4820.73
63     2 USA  343 MAC  7911.33  4932.84
64     2 USA  344 CRO  7347.75  4581.36
65     2 USA  345 YUG  7711.35  4807.60
66     2 USA  346 BOS  7637.62  4762.15
67     2 USA  349 SLV  7193.22  4485.41
68     2 USA  350 GRC  8326.44  5192.41
69     2 USA  352 CYP  9210.19  5742.86
70     2 USA  355 BUL  8031.52  5007.58
71     2 USA  359 MLD  8049.70  5018.69
72     2 USA  360 RUM  8086.06  5041.92
73     2 USA  365 RUS  7951.73  4958.09
74     2 USA  366 EST  7050.81  4396.53
75     2 USA  367 LAT  7197.26  4488.44
76     2 USA  368 LIT  7393.20  4609.64
77     2 USA  369 UKR  7936.58  4949.00
78     2 USA  370 BLR  7575.00  4722.76
79     2 USA  371 ARM  9512.18  5930.72
80     2 USA  372 GRG  9527.33  5940.82
81     2 USA  373 AZE  9805.08  6113.53
82     2 USA  375 FIN  7003.34  4367.24
83     2 USA  380 SWD  6713.47  4186.45
84     2 USA  385 NOR  6322.60  3942.03
85     2 USA  390 DEN  6600.35  4115.75
86     2 USA  395 ICE  4571.26  2850.22
87     2 USA  402 CAP  5772.15  3599.64
88     2 USA  403 STP  9506.12  5927.69
89     2 USA  404 GNB  6828.61  4258.16
90     2 USA  411 EQG  9698.02  6046.87
91     2 USA  420 GAM  6605.40  4118.78
92     2 USA  432 MLI  7426.53  4630.85
93     2 USA  433 SEN  6464.00  4030.91
94     2 USA  434 BEN  8772.86  5470.16
95     2 USA  435 MAA  6332.70  3948.09
96     2 USA  436 NIR  8247.66  5142.92
97     2 USA  437 CDI  8073.94  5033.84
98     2 USA  438 GUI  7143.73  4454.10
99     2 USA  439 BFO  7996.17  4986.37
100    2 USA  450 LBR  7602.27  4739.93
101    2 USA  451 SIE  7243.72  4516.72
102    2 USA  452 GHA  8625.40  5378.25
103    2 USA  461 TOG  8644.59  5390.37
104    2 USA  471 CAO  9753.57  6081.21
105    2 USA  475 NIG  8831.44  5506.52
106    2 USA  481 GAB  9792.96  6106.46
107    2 USA  482 CEN 10311.09  6429.66
108    2 USA  483 CHA  9431.38  5881.23
109    2 USA  484 CON 10588.84  6602.37
110    2 USA  490 DRC 10588.84  6602.37
111    2 USA  500 UGA 11790.74  7351.79
112    2 USA  501 KEN 12237.16  7629.54
113    2 USA  510 TAZ 12817.91  7992.13
114    2 USA  511 ZAN 12812.86  7989.10
115    2 USA  516 BUI 11739.23  7319.47
116    2 USA  517 RWA 11672.57  7278.06
117    2 USA  520 SOM 12707.82  7923.45
118    2 USA  522 DJI 11770.54  7339.67
119    2 USA  530 ETH 11628.13  7249.78
120    2 USA  531 ERI 11151.41  6952.84
121    2 USA  540 ANG 10683.78  6661.96
122    2 USA  541 MZM 13537.03  8440.57
123    2 USA  551 ZAM 12498.75  7793.16
124    2 USA  552 ZIM 12848.21  8011.32
125    2 USA  553 MAW 12816.90  7992.13
126    2 USA  560 SAF 13118.89  8179.99
127    2 USA  563 TRA 13118.89  8179.99
128    2 USA  564 OFS 13178.48  8217.36
129    2 USA  565 NAM 11976.58  7467.94
130    2 USA  570 LES 13254.23  8264.83
131    2 USA  571 BOT 12857.30  8016.37
132    2 USA  572 SWA 13419.87  8367.85
133    2 USA  580 MAG 14367.25  8958.70
134    2 USA  581 COM 13516.83  8427.44
135    2 USA  590 MAS 15357.05  9575.81
136    2 USA  591 SEY 14051.12  8761.75
137    2 USA  600 MOR  6248.87  3896.58
138    2 USA  615 ALG  6892.24  4297.55
139    2 USA  616 TUN  7450.77  4646.00
140    2 USA  620 LIB  7952.74  4959.10
141    2 USA  625 SUD 10682.77  6660.95
142    2 USA  630 IRN 10335.33  6444.81
143    2 USA  640 TUR  8869.82  5530.76
144    2 USA  645 IRQ 10087.88  6290.28
145    2 USA  651 EGY  9448.55  5891.33
146    2 USA  652 SYR  9564.70  5964.05
147    2 USA  660 LEB  9505.11  5926.68
148    2 USA  663 JOR  9693.98  6044.85
149    2 USA  666 ISR  9543.49  5950.92
150    2 USA  670 SAU 11007.99  6863.96
151    2 USA  678 YAR 11571.57  7215.44
152    2 USA  679 YEM 11571.57  7215.44
153    2 USA  680 YPR 11875.58  7404.31
154    2 USA  690 KUW 10659.54  6646.81
155    2 USA  692 BAH 11127.17  6938.70
156    2 USA  694 QAT 11169.59  6963.95
157    2 USA  696 UAE 11501.88  7172.01
158    2 USA  698 OMA 11832.15  7378.05
159    2 USA  700 AFG 11295.84  7043.74
160    2 USA  701 TKM 10511.07  6553.89
161    2 USA  702 TAJ 10881.74  6785.18
162    2 USA  703 KYR 10671.66  6653.88
163    2 USA  704 UZB 10598.94  6609.44
164    2 USA  705 KZK 10645.40  6637.72
165    2 USA  710 CHN 11348.36  7076.06
166    2 USA  711 TBT 12415.93  7741.65
167    2 USA  712 MON 10549.45  6578.13
168    2 USA  713 TAW 12774.48  7964.86
169    2 USA  730 KOR 11330.18  7063.94
170    2 USA  731 PRK 11156.46  6955.87
171    2 USA  732 ROK 11330.18  7063.94
172    2 USA  740 JPN 11069.60  6902.34
173    2 USA  750 IND 12227.06  7623.48
174    2 USA  760 BHU 12676.51  7904.26
175    2 USA  770 PAK 11545.31  7199.28
176    2 USA  771 BNG 13130.00  8187.06
177    2 USA  775 MYA 13997.59  8727.41
178    2 USA  780 SRI 14613.69  9112.22
179    2 USA  790 NEP 12575.51  7841.64
180    2 USA  781 MAD 14550.06  9072.83
181    2 USA  800 THI 14369.27  8959.71
182    2 USA  811 CAM 14598.54  9103.13
183    2 USA  812 LAO 13924.87  8681.96
184    2 USA  815 VNM 14622.78  9117.27
185    2 USA  816 DRV 13480.47  8405.22
186    2 USA  817 RVN 14622.78  9118.28
187    2 USA  820 MAL 15503.50  9666.71
188    2 USA  830 SIN 15727.72  9806.09
189    2 USA  835 BRU 15190.40  9471.78
190    2 USA  840 PHI 13972.34  8712.26
191    2 USA  850 INS 16500.37 10288.87
192    2 USA  860 ETM 16112.53 10046.47
193    2 USA  900 AUL 16082.23 10028.29
194    2 USA  910 PNG 14641.97  9129.39
195    2 USA  920 NEW 14198.58  8852.65
196    2 USA  935 VAN 13476.43  8403.20
197    2 USA  940 SOL 13607.73  8485.01
198    2 USA  950 FJI 12603.79  7858.81
199    2 USA  983 MSI 11574.60  7216.45
200    2 USA  986 PAL 14054.15  8762.76
201    2 USA  987 FSM 12505.82  7798.21
202    2 USA  990 WSM 12850.23  8012.33

File formats for tabular data: CSV

  • like encoding: no single standard for CSV files
    • semicolon separators
    • comma in cells might be interpreted as separator
  • downside :
    • no meta-information about encoding, separators, quoting
  • advantages :
    • open format that is completely transparent
    • general compatibility with data processing and analysis tools
    • most commonly used file types for data storage (network effect)
readLines("data/files/csv-example-semicolon.csv") |> 
  head(15)
 [1] "numa;ida;numb;idb;kmdist;midist" "2;USA; 20;CAN;  738,31;  460,56"
 [3] "2;USA; 31;BHM; 1639,23; 1022,12" "2;USA; 40;CUB; 1831,13; 1141,30"
 [5] "2;USA; 41;HAI; 2308,86; 1439,25" "2;USA; 42;DOM; 2381,58; 1485,71"
 [7] "2;USA; 51;JAM; 2338,15; 1458,44" "2;USA; 52;TRI; 3528,94; 2200,79"
 [9] "2;USA; 53;BAR; 3363,30; 2096,76" "2;USA; 54;DMA; 3240,08; 2021,01"
[11] "2;USA; 55;GRN; 3365,32; 2098,78" "2;USA; 56;SLU; 3211,80; 2002,83"
[13] "2;USA; 57;SVG; 3272,40; 2040,20" "2;USA; 58;AAB; 2862,34; 1784,67"
[15] "2;USA; 60;SKN; 2787,60; 1738,21"
readLines("data/files/csv-example-quotes.csv") |> 
  head(15)
 [1] "numa,ida,numb,idb,kmdist,midist,capnamea"       
 [2] "2,USA,20,CAN,738.31,460.56,\"Washington, DC\""  
 [3] "2,USA,31,BHM,1639.23,1022.12,\"Washington, DC\""
 [4] "2,USA,40,CUB,1831.13,1141.3,\"Washington, DC\"" 
 [5] "2,USA,41,HAI,2308.86,1439.25,\"Washington, DC\""
 [6] "2,USA,42,DOM,2381.58,1485.71,\"Washington, DC\""
 [7] "2,USA,51,JAM,2338.15,1458.44,\"Washington, DC\""
 [8] "2,USA,52,TRI,3528.94,2200.79,\"Washington, DC\""
 [9] "2,USA,53,BAR,3363.3,2096.76,\"Washington, DC\"" 
[10] "2,USA,54,DMA,3240.08,2021.01,\"Washington, DC\""
[11] "2,USA,55,GRN,3365.32,2098.78,\"Washington, DC\""
[12] "2,USA,56,SLU,3211.8,2002.83,\"Washington, DC\"" 
[13] "2,USA,57,SVG,3272.4,2040.2,\"Washington, DC\""  
[14] "2,USA,58,AAB,2862.34,1784.67,\"Washington, DC\""
[15] "2,USA,60,SKN,2787.6,1738.21,\"Washington, DC\"" 

File formats for tabular data: Excel

  • two types: XLS (legacy XML format) or XLSX (really an archive)
  • binary file type of MS Excel
  • does not impose a strict tabular structure
  • one column can contain several data types (character, numeric, date)
  • each file can contain several sheets
  • many functions to read (and write) Excel files: readxl::read_xls/readxl::read_xlsx, openxlsx::read.xlsx, data.table::fread
readLines("data/files/csv-example.csv") |> 
  head(15)
 [1] "numa,ida,numb,idb,kmdist,midist" "2,USA,20,CAN,738.31,460.56"     
 [3] "2,USA,31,BHM,1639.23,1022.12"    "2,USA,40,CUB,1831.13,1141.3"    
 [5] "2,USA,41,HAI,2308.86,1439.25"    "2,USA,42,DOM,2381.58,1485.71"   
 [7] "2,USA,51,JAM,2338.15,1458.44"    "2,USA,52,TRI,3528.94,2200.79"   
 [9] "2,USA,53,BAR,3363.3,2096.76"     "2,USA,54,DMA,3240.08,2021.01"   
[11] "2,USA,55,GRN,3365.32,2098.78"    "2,USA,56,SLU,3211.8,2002.83"    
[13] "2,USA,57,SVG,3272.4,2040.2"      "2,USA,58,AAB,2862.34,1784.67"   
[15] "2,USA,60,SKN,2787.6,1738.21"    
rio::import("data/files/csv-example.csv")
    numa ida numb idb   kmdist   midist
1      2 USA   20 CAN   738.31   460.56
2      2 USA   31 BHM  1639.23  1022.12
3      2 USA   40 CUB  1831.13   1141.3
4      2 USA   41 HAI  2308.86  1439.25
5      2 USA   42 DOM  2381.58  1485.71
6      2 USA   51 JAM  2338.15  1458.44
7      2 USA   52 TRI  3528.94  2200.79
8      2 USA   53 BAR   3363.3  2096.76
9      2 USA   54 DMA  3240.08  2021.01
10     2 USA   55 GRN  3365.32  2098.78
11     2 USA   56 SLU   3211.8  2002.83
12     2 USA   57 SVG   3272.4   2040.2
13     2 USA   58 AAB  2862.34  1784.67
14     2 USA   60 SKN   2787.6  1738.21
15     2 USA   80 BLZ  2632.06  1641.25
16     2 USA   70 MEX  3054.24  1903.85
17     2 USA   90 GUA  3022.93  1884.66
18     2 USA   91 HON  2951.22  1840.22
19     2 USA   92 SAL  3054.24  1904.86
20     2 USA   93 NIC  3134.03  1954.35
21     2 USA   94 COS  3314.82  2067.47
22     2 USA   95 PAN  3358.25  2093.73
23     2 USA  100 COL  3846.08  2397.74
24     2 USA  101 VEN  3382.49  2108.88
25     2 USA  110 GUY  4049.09     2525
26     2 USA  115 SUR  4315.73  2690.64
27     2 USA  130 ECU  4357.14   2716.9
28     2 USA  135 PER  5707.51  3558.23
29     2 USA  140 BRA  6789.22  4233.92
30     2 USA  145 BOL   6231.7  3885.47
31     2 USA  150 PAR  7456.83  4650.04
32     2 USA  155 CHL  8095.15  5046.97
33     2 USA  160 ARG  8401.18  5238.87
34     2 USA  165 URU  8465.82  5278.26
35     2 USA  200  UK  5991.32  3735.99
36     2 USA  205 IRE  5499.45  3428.95
37     2 USA  210 NTH  6259.98  3903.65
38     2 USA  211 BEL  6308.46  3932.94
39     2 USA  212 LUX  6444.81  4018.79
40     2 USA  220 FRN  6255.94  3900.62
41     2 USA  221 MNC  6819.52   4252.1
42     2 USA  223 LIE  6794.27  4236.95
43     2 USA  225 SWZ  6695.29  4175.34
44     2 USA  230 SPN  6166.05  3844.06
45     2 USA  232 AND  6446.83   4019.8
46     2 USA  235 POR  5816.59  3626.91
47     2 USA  255 GMY  6806.39  4244.02
48     2 USA  260 GFR  6496.32  4051.11
49     2 USA  265 GDR  6806.39  4244.02
50     2 USA  290 POL  7268.97  4532.88
51     2 USA  300 AUH   7201.3  4490.46
52     2 USA  305 AUS   7201.3  4490.46
53     2 USA  310 HUN  7441.68  4639.94
54     2 USA  315 CZE  6974.05  4348.05
55     2 USA  316 CZR  6974.05  4348.05
56     2 USA  317 SLO  7254.83  4523.79
57     2 USA  325 ITA  7345.73  4580.35
58     2 USA  331 SNM  7175.04   4474.3
59     2 USA  338 MLT  7804.27  4866.18
60     2 USA  339 ALB  7854.77  4897.49
61     2 USA  345 SER  7711.35   4807.6
62     2 USA  341 MNG  7730.54  4820.73
63     2 USA  343 MAC  7911.33  4932.84
64     2 USA  344 CRO  7347.75  4581.36
65     2 USA  345 YUG  7711.35   4807.6
66     2 USA  346 BOS  7637.62  4762.15
67     2 USA  349 SLV  7193.22  4485.41
68     2 USA  350 GRC  8326.44  5192.41
69     2 USA  352 CYP  9210.19  5742.86
70     2 USA  355 BUL  8031.52  5007.58
71     2 USA  359 MLD   8049.7  5018.69
72     2 USA  360 RUM  8086.06  5041.92
73     2 USA  365 RUS  7951.73  4958.09
74     2 USA  366 EST  7050.81  4396.53
75     2 USA  367 LAT  7197.26  4488.44
76     2 USA  368 LIT   7393.2  4609.64
77     2 USA  369 UKR  7936.58     4949
78     2 USA  370 BLR     7575  4722.76
79     2 USA  371 ARM  9512.18  5930.72
80     2 USA  372 GRG  9527.33  5940.82
81     2 USA  373 AZE  9805.08  6113.53
82     2 USA  375 FIN  7003.34  4367.24
83     2 USA  380 SWD  6713.47  4186.45
84     2 USA  385 NOR   6322.6  3942.03
85     2 USA  390 DEN  6600.35  4115.75
86     2 USA  395 ICE  4571.26  2850.22
87     2 USA  402 CAP  5772.15  3599.64
88     2 USA  403 STP  9506.12  5927.69
89     2 USA  404 GNB  6828.61  4258.16
90     2 USA  411 EQG  9698.02  6046.87
91     2 USA  420 GAM   6605.4  4118.78
92     2 USA  432 MLI  7426.53  4630.85
93     2 USA  433 SEN     6464  4030.91
94     2 USA  434 BEN  8772.86  5470.16
95     2 USA  435 MAA   6332.7  3948.09
96     2 USA  436 NIR  8247.66  5142.92
97     2 USA  437 CDI  8073.94  5033.84
98     2 USA  438 GUI  7143.73   4454.1
99     2 USA  439 BFO  7996.17  4986.37
100    2 USA  450 LBR  7602.27  4739.93
101    2 USA  451 SIE  7243.72  4516.72
102    2 USA  452 GHA   8625.4  5378.25
103    2 USA  461 TOG  8644.59  5390.37
104    2 USA  471 CAO  9753.57  6081.21
105    2 USA  475 NIG  8831.44  5506.52
106    2 USA  481 GAB  9792.96  6106.46
107    2 USA  482 CEN 10311.09  6429.66
108    2 USA  483 CHA  9431.38  5881.23
109    2 USA  484 CON 10588.84  6602.37
110    2 USA  490 DRC 10588.84  6602.37
111    2 USA  500 UGA 11790.74  7351.79
112    2 USA  501 KEN 12237.16  7629.54
113    2 USA  510 TAZ 12817.91  7992.13
114    2 USA  511 ZAN 12812.86   7989.1
115    2 USA  516 BUI 11739.23  7319.47
116    2 USA  517 RWA 11672.57  7278.06
117    2 USA  520 SOM 12707.82  7923.45
118    2 USA  522 DJI 11770.54  7339.67
119    2 USA  530 ETH 11628.13  7249.78
120    2 USA  531 ERI 11151.41  6952.84
121    2 USA  540 ANG 10683.78  6661.96
122    2 USA  541 MZM 13537.03  8440.57
123    2 USA  551 ZAM 12498.75  7793.16
124    2 USA  552 ZIM 12848.21  8011.32
125    2 USA  553 MAW  12816.9  7992.13
126    2 USA  560 SAF 13118.89  8179.99
127    2 USA  563 TRA 13118.89  8179.99
128    2 USA  564 OFS 13178.48  8217.36
129    2 USA  565 NAM 11976.58  7467.94
130    2 USA  570 LES 13254.23  8264.83
131    2 USA  571 BOT  12857.3  8016.37
132    2 USA  572 SWA 13419.87  8367.85
133    2 USA  580 MAG 14367.25   8958.7
134    2 USA  581 COM 13516.83  8427.44
135    2 USA  590 MAS 15357.05  9575.81
136    2 USA  591 SEY 14051.12  8761.75
137    2 USA  600 MOR  6248.87  3896.58
138    2 USA  615 ALG  6892.24  4297.55
139    2 USA  616 TUN  7450.77     4646
140    2 USA  620 LIB  7952.74   4959.1
141    2 USA  625 SUD 10682.77  6660.95
142    2 USA  630 IRN 10335.33  6444.81
143    2 USA  640 TUR  8869.82  5530.76
144    2 USA  645 IRQ 10087.88  6290.28
145    2 USA  651 EGY  9448.55  5891.33
146    2 USA  652 SYR   9564.7  5964.05
147    2 USA  660 LEB  9505.11  5926.68
148    2 USA  663 JOR  9693.98  6044.85
149    2 USA  666 ISR  9543.49  5950.92
150    2 USA  670 SAU 11007.99  6863.96
151    2 USA  678 YAR 11571.57  7215.44
152    2 USA  679 YEM 11571.57  7215.44
153    2 USA  680 YPR 11875.58  7404.31
154    2 USA  690 KUW 10659.54  6646.81
155    2 USA  692 BAH 11127.17   6938.7
156    2 USA  694 QAT 11169.59  6963.95
157    2 USA  696 UAE 11501.88  7172.01
158    2 USA  698 OMA 11832.15  7378.05
159    2 USA  700 AFG 11295.84  7043.74
160    2 USA  701 TKM 10511.07  6553.89
161    2 USA  702 TAJ 10881.74  6785.18
162    2 USA  703 KYR 10671.66  6653.88
163    2 USA  704 UZB 10598.94  6609.44
164    2 USA  705 KZK  10645.4  6637.72
165    2 USA  710 CHN 11348.36  7076.06
166    2 USA  711 TBT 12415.93  7741.65
167    2 USA  712 MON 10549.45  6578.13
168    2 USA  713 TAW 12774.48  7964.86
169    2 USA  730 KOR 11330.18  7063.94
170    2 USA  731 PRK 11156.46  6955.87
171    2 USA  732 ROK 11330.18  7063.94
172    2 USA  740 JPN  11069.6  6902.34
173    2 USA  750 IND 12227.06  7623.48
174    2 USA  760 BHU 12676.51  7904.26
175    2 USA  770 PAK 11545.31  7199.28
176    2 USA  771 BNG    13130  8187.06
177    2 USA  775 MYA 13997.59  8727.41
178    2 USA  780 SRI 14613.69  9112.22
179    2 USA  790 NEP 12575.51  7841.64
180    2 USA  781 MAD 14550.06  9072.83
181    2 USA  800 THI 14369.27  8959.71
182    2 USA  811 CAM 14598.54  9103.13
183    2 USA  812 LAO 13924.87  8681.96
184    2 USA  815 VNM 14622.78  9117.27
185    2 USA  816 DRV 13480.47  8405.22
186    2 USA  817 RVN 14622.78  9118.28
187    2 USA  820 MAL  15503.5  9666.71
188    2 USA  830 SIN 15727.72  9806.09
189    2 USA  835 BRU  15190.4  9471.78
190    2 USA  840 PHI 13972.34  8712.26
191    2 USA  850 INS 16500.37 10288.87
192    2 USA  860 ETM 16112.53 10046.47
193    2 USA  900 AUL 16082.23 10028.29
194    2 USA  910 PNG 14641.97  9129.39
195    2 USA  920 NEW 14198.58  8852.65
196    2 USA  935 VAN 13476.43   8403.2
197    2 USA  940 SOL 13607.73  8485.01
198    2 USA  950 FJI 12603.79  7858.81
199    2 USA  983 MSI  11574.6  7216.45
200    2 USA  986 PAL 14054.15  8762.76
201    2 USA  987 FSM 12505.82  7798.21
202    2 USA  990 WSM 12850.23  8012.33
203 numa ida numb idb   kmdist   midist
204    2 USA   20 CAN   738.31   460.56
205    2 USA   31 BHM  1639.23  1022.12
206    2 USA   40 CUB  1831.13   1141.3
207    2 USA   41 HAI  2308.86  1439.25
208    2 USA   42 DOM  2381.58  1485.71
209    2 USA   51 JAM  2338.15  1458.44
210    2 USA   52 TRI  3528.94  2200.79
211    2 USA   53 BAR   3363.3  2096.76
212    2 USA   54 DMA  3240.08  2021.01
213    2 USA   55 GRN  3365.32  2098.78
214    2 USA   56 SLU   3211.8  2002.83
215    2 USA   57 SVG   3272.4   2040.2
216    2 USA   58 AAB  2862.34  1784.67

File formats for tabular data: Stata & SPSS

  • .dta are used by Stata
  • .sav are used by SPSS
  • You encounter them when someone in your team works with these programs
  • Fortunately, the haven package has no issue dealing with them and rio provides a nice consistent interface
  • When you look at the objects with View(), you even get the labels from Stata/SPSS under the column names (you can also use labelled::var_label(stata_dat$orgage) or attributes(stata_dat$orgage))
  • advantages :
    • you can work with your team
  • downside :
    • not particularly well suited for data
    • not really used by any other programs
stata_dat <- rio::import("data/files/terrorism-targets.dta")
rio::export(stata_dat, "data/files/terrorism-targets2.dta")
stata_dat
    year ccode
1   2004   645
2   1995   840
3   1996   840
4   1997   840
5   1998   840
6   1999   840
7   2000   840
8   2001   840
9   2002   840
10  2003   840
11  2004   840
12  2005   840
13  2006   840
14  2007   840
15  2001   750
16  1999   679
17  2003   679
18  2000   666
19  2001   666
20  2002   666
21  2003   666
22  2004   666
23  2005   666
24  2006   666
25  2007   666
26  2002   750
27  2004   750
28  2005   750
29  1996   530
30  1999   530
31  2002   750
32  2003   750
33  2004   750
34  2005   750
35  2006   750
36  2007   750
37  2004   645
38  2005   645
39  2006   645
40  2007   645
41  2007   615
42  2001     2
43  1997   750
44  1999   750
45  2003   750
46  1997   500
47  1998   500
48  1999   500
49  2000   500
50  2001   500
51  1999   325
52  2003   645
53  2004   645
54  2005   645
55  2006   645
56  2007   645
57  2004   645
58  2005   645
59  2001   325
60  2003   325
61  1998   451
62  1999   451
63  1995   365
64  1996   365
65  1999   365
66  2000   365
67  2001   365
68  2002   365
69  2003   365
70  2004   365
71  2005   365
72  2006   365
73  2007   365
74  1995   615
75  1996   615
76  1997   615
77  1998   615
78  1999   615
79  2000   615
80  2001   615
81  2002   615
82  2003   615
83  2004   615
84  2005   615
85  2006   615
86  1995   750
87  2007   750
88  2005   770
89  2006   770
90  2007   770
91  2005   800
92  2007   800
93  1995   230
94  1996   230
95  1997   230
96  1998   230
97  1999   230
98  2000   230
99  2001   230
100 2002   230
101 2003   230
102 2004   230
103 2005   230
104 2006   230
105 2007   230
106 2006   800
107 1995   910
108 1996   910
109 1998   220
110 1999   220
111 2000   220
112 2007   490
113 2005   750
114 2006   750
115 2007   750
116 1997   790
117 2000   790
118 2001   790
119 2003   790
120 2004   790
121 2005   790
122 1998   200
123 1995   220
124 1996   220
125 1997   220
126 1998   220
127 1999   220
128 2000   220
129 2001   220
130 2003   220
131 2005   220
132 2006   220
133 2007   220
134 1995   640
135 1996   640
136 1997   640
137 1998   640
138 1999   640
139 2000   640
140 2001   640
141 2003   640
142 1995   850
143 1999   850
144 2000   850
145 2001   850
146 2002   850
147 2003   850
148 2004   850
149 2005   850
150 1995   640
151 1997   640
152 1999   640
153 2000   640
154 2001   640
155 2003   640
156 1995    90
157 1995   666
158 1996   666
159 1997   666
160 1998   666
161 1999   666
162 2000   666
163 2001   666
164 2002   666
165 2003   666
166 2004   666
167 2005   666
168 2006   666
169 2007   666
170 1995   750
171 1996   750
172 1999   750
173 2000   750
174 2003   700
175 2005   700
176 2007   700
177 1995   660
178 1996   660
179 1997   660
180 1998   660
181 1999   660
182 2000   660
183 2004   660
184 2005   660
185 2006   660
186 1995   666
187 1996   666
188 1998   666
189 1999   666
190 2006   666
191 1995   750
192 1998   750
193 1999   750
194 2000   750
195 2001   750
196 2002   750
197 2003   750
198 2004   750
199 2005   750
200 2006   750
201 2007   750
202 2003   325
203 2005   325
204 2006   325
205 1995   200
206 1996   200
207 1997   200
208 1998   200
209 1999   200
210 2000   200
211 2002   200
212 2003   200
213 2005   200
214 2006   200
215 2004   645
216 2005   645
217 2006   645
218 2004   704
219 2007   645
220 2000   750
221 2001   750
222 2002   750
223 2003   750
224 2005   750
225 2006   750
226 2007   750
227 2003   771
228 2005   771
229 2006   771
230 2007   771
231 1996   750
232 1997   750
233 2000   750
234 2002   750
235 2003   750
236 2006   750
237 1995   750
238 1996   750
239 2000   850
240 2002   850
241 2003   850
242 2004   850
243 2005   850
244 2006   630
245 2007   630
246 2007   625
247 1997   451
248 1995   775
249 1996   775
250 1997   775
251 1999   775
252 2001   775
253 2002   775
254 2003   775
255 2005   775
256 2007   775
257 2003   750
258 1995   811
259 1996   811
260 1997   811
261 1998   811
262 1998   343
263 1998   345
264 1999   345
265 1995   640
266 1996   640
267 1997   640
268 1998   640
269 1999   640
270 2000   640
271 2003   640
272 2004   640
273 2005   640
274 2006   640
275 2007   640
276 1996   770
277 1998   770
278 1999   770
279 2000   770
280 2001   770
281 2002   770
282 2003   770
283 2004   770
284 2005   770
285 2006   770
286 2001   770
287 2002   770
288 1999   750
289 2000   750
290 2001   750
291 2002   750
292 2003   750
293 2004   750
294 2005   750
295 2006   750
296 2007   750
297 1995   780
298 1996   780
299 1997   780
300 1998   780
301 1999   780
302 2000   780
303 2001   780
304 2002   780
305 2003   780
306 2004   780
307 2005   780
308 2006   780
309 2007   780
310 1995   500
311 1996   500
312 1997   500
313 1998   500
314 2000   500
315 2001   500
316 2002   500
317 2003   500
318 2004   500
319 2005   500
320 2004   645
321 2006   645
322 1995   750
323 1997   750
324 1999   750
325 2000   750
326 2001   750
327 2002   750
328 2003   750
329 2004   750
330 2007   750
331 1999   790
332 2000   790
333 2001   790
334 2002   790
335 2003   790
336 2004   790
337 2005   790
338 2006   790
339 2001   490
340 2007   490
341 1995   775
342 1995   840
343 1996   840
344 1997   840
345 1998   840
346 1999   840
347 2000   840
348 2001   840
349 2002   840
350 2003   840
351 2004   840
352 2006   840
353 2007   840
354 1995   840
355 1996   840
356 1997   840
357 1999   840
358 2000   840
359 2005   840
360 2007   840
361 1999   483
362 2002   483
363 1995   433
364 1997   433
365 1998   433
366 2000   433
367 2001   433
368 2004   800
369 1995   770
370 1996   770
371 1998   770
372 1999   770
373 2000   770
374 2001   770
375 2002   770
376 1996   516
377 1997   516
378 1999   516
379 2001   516
380 2002   516
381 2003   516
382 1995   750
383 1996   750
384 1997   750
385 1998   750
386 1999   750
387 2000   750
388 2001   750
389 2002   750
390 2004   750
391 2006   750
392 2001   343
393 1995   100
394 1996   100
395 1997   100
396 1998   100
397 1999   100
398 2000   100
399 2001   100
400 2002   100
401 2003   100
402 2004   100
403 2005   100
404 2006   100
405 1998   750
406 1999   750
407 2000   750
408 2001   750
409 2002   750
410 2003   750
411 2004   750
412 2005   750
413 2000   750
414 2001   750
415 2007   750
416 1995   750
417 1996   750
418 1995   540
419 1997   540
420 1998   540
421 1999   540
422 2000   540
423 2001   540
424 2002   540
425 1995   840
426 1996   840
427 1997   840
428 1999   840
429 2000   840
430 2001   840
431 2002   840
432 2003   840
433 2004   840
434 2005   840
435 2006   840
436 2007   840
437 2007   530
438 1999   530
439 2002   530
440 2003   530
441 2004   530
442 1995   666
443 2000   666
444 2001   666
445 2002   666
446 2003   666
447 2004   666
448 2005   666
449 2006   666
450 2007   666
451 2000   666
452 2001   666
453 2002   666
454 1998   516
455 2000   516
456 2001   516
457 2002   516
458 2003   516
459 2005   516
460 2006   516
461 1997   800
462 1998   800
463 2001   800
464 2003   800
465 2005   800
466 2006   800
467 2000   750
468 1996   750
469 1997   750
470 1998   750
471 1999   750
472 2000   750
473 2001   750
474 2002   750
475 2003   750
476 2004   750
477 1995   666
478 1996   666
479 2001   666
480 2002   666
481 2003   666
482 2004   666
483 2005   666
484 2007   666
485 2000   666
486 2001   666
487 2002   666
488 2003   666
489 2004   666
490 2005   666
491 2006   666
492 2007   666
493 1996    70
494 2003   325
495 2004   325
496 2005   771
497 2006   771
498 1998   200
499 2000   200
500 2001   200
501 2002   200
502 2003   200
503 2004   200
504 2007   200
505 1999   325
506 2003   325
507 1995   100
508 1996   100
509 1997   100
510 1998   100
511 1999   100
512 2000   100
513 2001   100
514 2002   100
515 2003   100
516 2004   100
517 2005   100
518 2006   100
519 2007   100
520 1997   850
521 2000   325
522 1996   350
523 1997   350
524 1998   350
525 1999   350
526 2000   350
527 2000   225
528 2001   225
529 1997   350
530 1998   350
531 2003   350
532 2004   350
533 2005   350
534 2006   350
535 2007   350
536 1995   451
537 1998   451
538 1999   451
539 2000   451
540 2002   365
541 2004   365
542 2005   365
543 2007   365
544 1999   615
545 2000   615
546 2001   615
547 2002   615
548 2003   615
549 2004   615
550 2005   615
551 2006   615
552 2007   615
553 2002   325
554 2002   750
555 2004   750
556 1995   135
557 1996   135
558 1997   135
559 1998   135
560 1999   135
561 2000   135
562 2001   135
563 2002   135
564 2003   135
565 2004   135
566 2005   135
567 2006   135
568 2007   135
569 2003   101
570 1995   625
571 1996   625
572 1999   625
573 2000   625
574 2001   625
575 2005   625
576 2006   625
577 2007   625
578 1996   645
579 1999   365
580 1995   700
581 2001   700
582 2002   700
583 2003   700
584 2004   700
585 2005   700
586 2006   700
587 2007   700
588 2005   800
589 2007   436
590 2007   432
591 2008   436
592 1995   135
593 1996   135
594 1997   135
595 1999   101
596 2001   101
597 1997   640
598 1998   640
599 1999   640
600 2000   640
601 2003   640
602 1997   490
603 1998   490
604 1999   625
605 2006   483
606 2007   483
607 2006   483
608 1996   750
609 1997   750
610 1998   750
611 1999   750
612 2000   750
613 2001   750
614 2002   750
615 2003   750
616 2004   750
617 2005   750
618 2006   750
619 2007   750
620 2003   750
621 2001   666
622 2002   666
623 2005   666
624 2006   666
625 2007   666
626 1995   651
627 1996   651
628 1997   651
629 1998   651
                                                                      gtdname
1                                                    1920 Revolution Brigades
2                                                      Abu Sayyaf Group (ASG)
3                                                      Abu Sayyaf Group (ASG)
4                                                      Abu Sayyaf Group (ASG)
5                                                      Abu Sayyaf Group (ASG)
6                                                      Abu Sayyaf Group (ASG)
7                                                      Abu Sayyaf Group (ASG)
8                                                      Abu Sayyaf Group (ASG)
9                                                      Abu Sayyaf Group (ASG)
10                                                     Abu Sayyaf Group (ASG)
11                                                     Abu Sayyaf Group (ASG)
12                                                     Abu Sayyaf Group (ASG)
13                                                     Abu Sayyaf Group (ASG)
14                                                     Abu Sayyaf Group (ASG)
15                                    Achik National Volunteer Council (ANVC)
16                                             Adan Abyan Islamic Army (AAIA)
17                                             Adan Abyan Islamic Army (AAIA)
18                                                    Al-Aqsa Martyrs Brigade
19                                                    Al-Aqsa Martyrs Brigade
20                                                    Al-Aqsa Martyrs Brigade
21                                                    Al-Aqsa Martyrs Brigade
22                                                    Al-Aqsa Martyrs Brigade
23                                                    Al-Aqsa Martyrs Brigade
24                                                    Al-Aqsa Martyrs Brigade
25                                                    Al-Aqsa Martyrs Brigade
26                                                                 Al-Arifeen
27                                                                 Al-Arifeen
28                                                                 Al-Arifeen
29                                               Al-Ittihaad al-Islami (AIAI)
30                                               Al-Ittihaad al-Islami (AIAI)
31                                                              Al-Mansoorian
32                                                              Al-Mansoorian
33                                                              Al-Mansoorian
34                                                              Al-Mansoorian
35                                                              Al-Mansoorian
36                                                              Al-Mansoorian
37                                                          Al-Qa`ida in Iraq
38                                                          Al-Qa`ida in Iraq
39                                                          Al-Qa`ida in Iraq
40                                                          Al-Qa`ida in Iraq
41                      Al-Qa`ida in the Lands of the Islamic Maghreb (AQLIM)
42                                                                  Al-Qa`ida
43                                             All Tripura Tiger Force (ATTF)
44                                             All Tripura Tiger Force (ATTF)
45                                             All Tripura Tiger Force (ATTF)
46                                             Allied Democratic Forces (ADF)
47                                             Allied Democratic Forces (ADF)
48                                             Allied Democratic Forces (ADF)
49                                             Allied Democratic Forces (ADF)
50                                             Allied Democratic Forces (ADF)
51                                                      Angry Brigade (Italy)
52                                                             Ansar al-Islam
53                                                             Ansar al-Islam
54                                                             Ansar al-Islam
55                                                             Ansar al-Islam
56                                                             Ansar al-Islam
57                                                             Ansar al-Sunna
58                                                             Ansar al-Sunna
59                                  Anti-Imperialist Territorial Nuclei (NTA)
60                                  Anti-Imperialist Territorial Nuclei (NTA)
61                                  Armed Forces Revolutionary Council (AFRC)
62                                  Armed Forces Revolutionary Council (AFRC)
63                           Armed Forces of the Chechen Republic of Ichkeria
64                           Armed Forces of the Chechen Republic of Ichkeria
65                           Armed Forces of the Chechen Republic of Ichkeria
66                           Armed Forces of the Chechen Republic of Ichkeria
67                           Armed Forces of the Chechen Republic of Ichkeria
68                           Armed Forces of the Chechen Republic of Ichkeria
69                           Armed Forces of the Chechen Republic of Ichkeria
70                           Armed Forces of the Chechen Republic of Ichkeria
71                           Armed Forces of the Chechen Republic of Ichkeria
72                           Armed Forces of the Chechen Republic of Ichkeria
73                           Armed Forces of the Chechen Republic of Ichkeria
74                                                  Armed Islamic Group (GIA)
75                                                  Armed Islamic Group (GIA)
76                                                  Armed Islamic Group (GIA)
77                                                  Armed Islamic Group (GIA)
78                                                  Armed Islamic Group (GIA)
79                                                  Armed Islamic Group (GIA)
80                                                  Armed Islamic Group (GIA)
81                                                  Armed Islamic Group (GIA)
82                                                  Armed Islamic Group (GIA)
83                                                  Armed Islamic Group (GIA)
84                                                  Armed Islamic Group (GIA)
85                                                  Armed Islamic Group (GIA)
86                                          Babbar Khalsa International (BKI)
87                                          Babbar Khalsa International (BKI)
88                                               Baloch Liberation Army (BLA)
89                                               Baloch Liberation Army (BLA)
90                                               Baloch Liberation Army (BLA)
91                                            Barisan Revolusi Nasional (BRN)
92                                            Barisan Revolusi Nasional (BRN)
93                                        Basque Fatherland and Freedom (ETA)
94                                        Basque Fatherland and Freedom (ETA)
95                                        Basque Fatherland and Freedom (ETA)
96                                        Basque Fatherland and Freedom (ETA)
97                                        Basque Fatherland and Freedom (ETA)
98                                        Basque Fatherland and Freedom (ETA)
99                                        Basque Fatherland and Freedom (ETA)
100                                       Basque Fatherland and Freedom (ETA)
101                                       Basque Fatherland and Freedom (ETA)
102                                       Basque Fatherland and Freedom (ETA)
103                                       Basque Fatherland and Freedom (ETA)
104                                       Basque Fatherland and Freedom (ETA)
105                                       Basque Fatherland and Freedom (ETA)
106                                                                   Bersatu
107                                     Bougainville Revolutionary Army (BRA)
108                                     Bougainville Revolutionary Army (BRA)
109                                             Breton Liberation Front (FLB)
110                                             Breton Liberation Front (FLB)
111                                             Breton Liberation Front (FLB)
112                                                     Bunda Dia Kongo (BDK)
113                            Communist Party of India - Maoist (CPI-Maoist)
114                            Communist Party of India - Maoist (CPI-Maoist)
115                            Communist Party of India - Maoist (CPI-Maoist)
116                                  Communist Party of Nepal- Maoist (CPN-M)
117                                  Communist Party of Nepal- Maoist (CPN-M)
118                                  Communist Party of Nepal- Maoist (CPN-M)
119                                  Communist Party of Nepal- Maoist (CPN-M)
120                                  Communist Party of Nepal- Maoist (CPN-M)
121                                  Communist Party of Nepal- Maoist (CPN-M)
122                                   Continuity Irish Republican Army (CIRA)
123                                 Corsican National Liberation Front (FLNC)
124                                 Corsican National Liberation Front (FLNC)
125                                 Corsican National Liberation Front (FLNC)
126                                 Corsican National Liberation Front (FLNC)
127                                 Corsican National Liberation Front (FLNC)
128                                 Corsican National Liberation Front (FLNC)
129                                 Corsican National Liberation Front (FLNC)
130                                 Corsican National Liberation Front (FLNC)
131                                 Corsican National Liberation Front (FLNC)
132                                 Corsican National Liberation Front (FLNC)
133                                 Corsican National Liberation Front (FLNC)
134                                  Devrimici Halk Kurtulus Cephesi (DHKP/C)
135                                  Devrimici Halk Kurtulus Cephesi (DHKP/C)
136                                  Devrimici Halk Kurtulus Cephesi (DHKP/C)
137                                  Devrimici Halk Kurtulus Cephesi (DHKP/C)
138                                  Devrimici Halk Kurtulus Cephesi (DHKP/C)
139                                  Devrimici Halk Kurtulus Cephesi (DHKP/C)
140                                  Devrimici Halk Kurtulus Cephesi (DHKP/C)
141                                  Devrimici Halk Kurtulus Cephesi (DHKP/C)
142                                                  Free Aceh Movement (GAM)
143                                                  Free Aceh Movement (GAM)
144                                                  Free Aceh Movement (GAM)
145                                                  Free Aceh Movement (GAM)
146                                                  Free Aceh Movement (GAM)
147                                                  Free Aceh Movement (GAM)
148                                                  Free Aceh Movement (GAM)
149                                                  Free Aceh Movement (GAM)
150                              Great Eastern Islamic Raiders Front (IBDA-C)
151                              Great Eastern Islamic Raiders Front (IBDA-C)
152                              Great Eastern Islamic Raiders Front (IBDA-C)
153                              Great Eastern Islamic Raiders Front (IBDA-C)
154                              Great Eastern Islamic Raiders Front (IBDA-C)
155                              Great Eastern Islamic Raiders Front (IBDA-C)
156                            Guatemalan National Revolutionary Unity (URNG)
157                                       Hamas (Islamic Resistance Movement)
158                                       Hamas (Islamic Resistance Movement)
159                                       Hamas (Islamic Resistance Movement)
160                                       Hamas (Islamic Resistance Movement)
161                                       Hamas (Islamic Resistance Movement)
162                                       Hamas (Islamic Resistance Movement)
163                                       Hamas (Islamic Resistance Movement)
164                                       Hamas (Islamic Resistance Movement)
165                                       Hamas (Islamic Resistance Movement)
166                                       Hamas (Islamic Resistance Movement)
167                                       Hamas (Islamic Resistance Movement)
168                                       Hamas (Islamic Resistance Movement)
169                                       Hamas (Islamic Resistance Movement)
170                                                           Harkat ul Ansar
171                                                           Harkat ul Ansar
172                                                           Harkat ul Ansar
173                                                           Harkat ul Ansar
174                                                             Hizb-I-Islami
175                                                             Hizb-I-Islami
176                                                             Hizb-I-Islami
177                                                                 Hizballah
178                                                                 Hizballah
179                                                                 Hizballah
180                                                                 Hizballah
181                                                                 Hizballah
182                                                                 Hizballah
183                                                                 Hizballah
184                                                                 Hizballah
185                                                                 Hizballah
186                                                                 Hizballah
187                                                                 Hizballah
188                                                                 Hizballah
189                                                                 Hizballah
190                                                                 Hizballah
191                                                    Hizbul Mujahideen (HM)
192                                                    Hizbul Mujahideen (HM)
193                                                    Hizbul Mujahideen (HM)
194                                                    Hizbul Mujahideen (HM)
195                                                    Hizbul Mujahideen (HM)
196                                                    Hizbul Mujahideen (HM)
197                                                    Hizbul Mujahideen (HM)
198                                                    Hizbul Mujahideen (HM)
199                                                    Hizbul Mujahideen (HM)
200                                                    Hizbul Mujahideen (HM)
201                                                    Hizbul Mujahideen (HM)
202                                             Informal Anarchist Federation
203                                             Informal Anarchist Federation
204                                             Informal Anarchist Federation
205                                               Irish Republican Army (IRA)
206                                               Irish Republican Army (IRA)
207                                               Irish Republican Army (IRA)
208                                               Irish Republican Army (IRA)
209                                               Irish Republican Army (IRA)
210                                               Irish Republican Army (IRA)
211                                               Irish Republican Army (IRA)
212                                               Irish Republican Army (IRA)
213                                               Irish Republican Army (IRA)
214                                               Irish Republican Army (IRA)
215                      Islamic Army in Iraq (al-Jaish al-Islami fi al-Iraq)
216                      Islamic Army in Iraq (al-Jaish al-Islami fi al-Iraq)
217                      Islamic Army in Iraq (al-Jaish al-Islami fi al-Iraq)
218                                                 Islamic Jihad Group (IJG)
219                                               Islamic State of Iraq (ISI)
220                                                    Jaish-e-Mohammad (JeM)
221                                                    Jaish-e-Mohammad (JeM)
222                                                    Jaish-e-Mohammad (JeM)
223                                                    Jaish-e-Mohammad (JeM)
224                                                    Jaish-e-Mohammad (JeM)
225                                                    Jaish-e-Mohammad (JeM)
226                                                    Jaish-e-Mohammad (JeM)
227                                     Jama'atul Mujahideen Bangladesh (JMB)
228                                     Jama'atul Mujahideen Bangladesh (JMB)
229                                     Jama'atul Mujahideen Bangladesh (JMB)
230                                     Jama'atul Mujahideen Bangladesh (JMB)
231                                                 Jamiat ul-Mujahedin (JuM)
232                                                 Jamiat ul-Mujahedin (JuM)
233                                                 Jamiat ul-Mujahedin (JuM)
234                                                 Jamiat ul-Mujahedin (JuM)
235                                                 Jamiat ul-Mujahedin (JuM)
236                                                 Jamiat ul-Mujahedin (JuM)
237                                           Jammu and Kashmir Islamic Front
238                                           Jammu and Kashmir Islamic Front
239                                                      Jemaah Islamiya (JI)
240                                                      Jemaah Islamiya (JI)
241                                                      Jemaah Islamiya (JI)
242                                                      Jemaah Islamiya (JI)
243                                                      Jemaah Islamiya (JI)
244                                                                 Jundallah
245                                                                 Jundallah
246                                       Justice and Equality Movement (JEM)
247                                                           Kamajor Hunters
248                                                      Karen National Union
249                                                      Karen National Union
250                                                      Karen National Union
251                                                      Karen National Union
252                                                      Karen National Union
253                                                      Karen National Union
254                                                      Karen National Union
255                                                      Karen National Union
256                                                      Karen National Union
257                                                     Kashmir Freedom Force
258                                                               Khmer Rouge
259                                                               Khmer Rouge
260                                                               Khmer Rouge
261                                                               Khmer Rouge
262                                              Kosovo Liberation Army (KLA)
263                                              Kosovo Liberation Army (KLA)
264                                              Kosovo Liberation Army (KLA)
265                                            Kurdistan Workers' Party (PKK)
266                                            Kurdistan Workers' Party (PKK)
267                                            Kurdistan Workers' Party (PKK)
268                                            Kurdistan Workers' Party (PKK)
269                                            Kurdistan Workers' Party (PKK)
270                                            Kurdistan Workers' Party (PKK)
271                                            Kurdistan Workers' Party (PKK)
272                                            Kurdistan Workers' Party (PKK)
273                                            Kurdistan Workers' Party (PKK)
274                                            Kurdistan Workers' Party (PKK)
275                                            Kurdistan Workers' Party (PKK)
276                                                         Lashkar-e-Jhangvi
277                                                         Lashkar-e-Jhangvi
278                                                         Lashkar-e-Jhangvi
279                                                         Lashkar-e-Jhangvi
280                                                         Lashkar-e-Jhangvi
281                                                         Lashkar-e-Jhangvi
282                                                         Lashkar-e-Jhangvi
283                                                         Lashkar-e-Jhangvi
284                                                         Lashkar-e-Jhangvi
285                                                         Lashkar-e-Jhangvi
286                                                            Lashkar-e-Omar
287                                                            Lashkar-e-Omar
288                                                     Lashkar-e-Taiba (LeT)
289                                                     Lashkar-e-Taiba (LeT)
290                                                     Lashkar-e-Taiba (LeT)
291                                                     Lashkar-e-Taiba (LeT)
292                                                     Lashkar-e-Taiba (LeT)
293                                                     Lashkar-e-Taiba (LeT)
294                                                     Lashkar-e-Taiba (LeT)
295                                                     Lashkar-e-Taiba (LeT)
296                                                     Lashkar-e-Taiba (LeT)
297                                   Liberation Tigers of Tamil Eelam (LTTE)
298                                   Liberation Tigers of Tamil Eelam (LTTE)
299                                   Liberation Tigers of Tamil Eelam (LTTE)
300                                   Liberation Tigers of Tamil Eelam (LTTE)
301                                   Liberation Tigers of Tamil Eelam (LTTE)
302                                   Liberation Tigers of Tamil Eelam (LTTE)
303                                   Liberation Tigers of Tamil Eelam (LTTE)
304                                   Liberation Tigers of Tamil Eelam (LTTE)
305                                   Liberation Tigers of Tamil Eelam (LTTE)
306                                   Liberation Tigers of Tamil Eelam (LTTE)
307                                   Liberation Tigers of Tamil Eelam (LTTE)
308                                   Liberation Tigers of Tamil Eelam (LTTE)
309                                   Liberation Tigers of Tamil Eelam (LTTE)
310                                              Lord's Resistance Army (LRA)
311                                              Lord's Resistance Army (LRA)
312                                              Lord's Resistance Army (LRA)
313                                              Lord's Resistance Army (LRA)
314                                              Lord's Resistance Army (LRA)
315                                              Lord's Resistance Army (LRA)
316                                              Lord's Resistance Army (LRA)
317                                              Lord's Resistance Army (LRA)
318                                              Lord's Resistance Army (LRA)
319                                              Lord's Resistance Army (LRA)
320                                                                Mahdi Army
321                                                                Mahdi Army
322                                             Maoist Communist Center (MCC)
323                                             Maoist Communist Center (MCC)
324                                             Maoist Communist Center (MCC)
325                                             Maoist Communist Center (MCC)
326                                             Maoist Communist Center (MCC)
327                                             Maoist Communist Center (MCC)
328                                             Maoist Communist Center (MCC)
329                                             Maoist Communist Center (MCC)
330                                             Maoist Communist Center (MCC)
331                                                                   Maoists
332                                                                   Maoists
333                                                                   Maoists
334                                                                   Maoists
335                                                                   Maoists
336                                                                   Maoists
337                                                                   Maoists
338                                                                   Maoists
339                                                                 Mayi Mayi
340                                                                 Mayi Mayi
341                                                      Mong Thai Army (MTA)
342                                      Moro Islamic Liberation Front (MILF)
343                                      Moro Islamic Liberation Front (MILF)
344                                      Moro Islamic Liberation Front (MILF)
345                                      Moro Islamic Liberation Front (MILF)
346                                      Moro Islamic Liberation Front (MILF)
347                                      Moro Islamic Liberation Front (MILF)
348                                      Moro Islamic Liberation Front (MILF)
349                                      Moro Islamic Liberation Front (MILF)
350                                      Moro Islamic Liberation Front (MILF)
351                                      Moro Islamic Liberation Front (MILF)
352                                      Moro Islamic Liberation Front (MILF)
353                                      Moro Islamic Liberation Front (MILF)
354                                     Moro National Liberation Front (MNLF)
355                                     Moro National Liberation Front (MNLF)
356                                     Moro National Liberation Front (MNLF)
357                                     Moro National Liberation Front (MNLF)
358                                     Moro National Liberation Front (MNLF)
359                                     Moro National Liberation Front (MNLF)
360                                     Moro National Liberation Front (MNLF)
361                         Movement for Democracy and Justice in Chad (MDJT)
362                         Movement for Democracy and Justice in Chad (MDJT)
363                                Movement of Democratic Forces of Casamance
364                                Movement of Democratic Forces of Casamance
365                                Movement of Democratic Forces of Casamance
366                                Movement of Democratic Forces of Casamance
367                                Movement of Democratic Forces of Casamance
368                                                  Mujahideen Islam Pattani
369                                             Muttahida Qami Movement (MQM)
370                                             Muttahida Qami Movement (MQM)
371                                             Muttahida Qami Movement (MQM)
372                                             Muttahida Qami Movement (MQM)
373                                             Muttahida Qami Movement (MQM)
374                                             Muttahida Qami Movement (MQM)
375                                             Muttahida Qami Movement (MQM)
376                          National Council for Defense of Democracy (NCDD)
377                          National Council for Defense of Democracy (NCDD)
378                          National Council for Defense of Democracy (NCDD)
379                          National Council for Defense of Democracy (NCDD)
380                          National Council for Defense of Democracy (NCDD)
381                          National Council for Defense of Democracy (NCDD)
382                              National Democratic Front of Bodoland (NDFB)
383                              National Democratic Front of Bodoland (NDFB)
384                              National Democratic Front of Bodoland (NDFB)
385                              National Democratic Front of Bodoland (NDFB)
386                              National Democratic Front of Bodoland (NDFB)
387                              National Democratic Front of Bodoland (NDFB)
388                              National Democratic Front of Bodoland (NDFB)
389                              National Democratic Front of Bodoland (NDFB)
390                              National Democratic Front of Bodoland (NDFB)
391                              National Democratic Front of Bodoland (NDFB)
392                                National Liberation Army (NLA) (Macedonia)
393                                National Liberation Army of Colombia (ELN)
394                                National Liberation Army of Colombia (ELN)
395                                National Liberation Army of Colombia (ELN)
396                                National Liberation Army of Colombia (ELN)
397                                National Liberation Army of Colombia (ELN)
398                                National Liberation Army of Colombia (ELN)
399                                National Liberation Army of Colombia (ELN)
400                                National Liberation Army of Colombia (ELN)
401                                National Liberation Army of Colombia (ELN)
402                                National Liberation Army of Colombia (ELN)
403                                National Liberation Army of Colombia (ELN)
404                                National Liberation Army of Colombia (ELN)
405                               National Liberation Front of Tripura (NLFT)
406                               National Liberation Front of Tripura (NLFT)
407                               National Liberation Front of Tripura (NLFT)
408                               National Liberation Front of Tripura (NLFT)
409                               National Liberation Front of Tripura (NLFT)
410                               National Liberation Front of Tripura (NLFT)
411                               National Liberation Front of Tripura (NLFT)
412                               National Liberation Front of Tripura (NLFT)
413              National Socialist Council of Nagaland-Isak-Muivah (NSCN-IM)
414              National Socialist Council of Nagaland-Isak-Muivah (NSCN-IM)
415              National Socialist Council of Nagaland-Isak-Muivah (NSCN-IM)
416                                    National Socialist Council of Nagaland
417                                    National Socialist Council of Nagaland
418               National Union for the Total Independence of Angola (UNITA)
419               National Union for the Total Independence of Angola (UNITA)
420               National Union for the Total Independence of Angola (UNITA)
421               National Union for the Total Independence of Angola (UNITA)
422               National Union for the Total Independence of Angola (UNITA)
423               National Union for the Total Independence of Angola (UNITA)
424               National Union for the Total Independence of Angola (UNITA)
425                                                   New People's Army (NPA)
426                                                   New People's Army (NPA)
427                                                   New People's Army (NPA)
428                                                   New People's Army (NPA)
429                                                   New People's Army (NPA)
430                                                   New People's Army (NPA)
431                                                   New People's Army (NPA)
432                                                   New People's Army (NPA)
433                                                   New People's Army (NPA)
434                                                   New People's Army (NPA)
435                                                   New People's Army (NPA)
436                                                   New People's Army (NPA)
437                                   Ogaden National Liberation Front (ONLF)
438                                                    Oromo Liberation Front
439                                                    Oromo Liberation Front
440                                                    Oromo Liberation Front
441                                                    Oromo Liberation Front
442                                           Palestinian Islamic Jihad (PIJ)
443                                           Palestinian Islamic Jihad (PIJ)
444                                           Palestinian Islamic Jihad (PIJ)
445                                           Palestinian Islamic Jihad (PIJ)
446                                           Palestinian Islamic Jihad (PIJ)
447                                           Palestinian Islamic Jihad (PIJ)
448                                           Palestinian Islamic Jihad (PIJ)
449                                           Palestinian Islamic Jihad (PIJ)
450                                           Palestinian Islamic Jihad (PIJ)
451                                                        Palestinians (PNA)
452                                                        Palestinians (PNA)
453                                                        Palestinians (PNA)
454                  Party for the Liberation of the Hutu People (PALIPEHUTU)
455                  Party for the Liberation of the Hutu People (PALIPEHUTU)
456                  Party for the Liberation of the Hutu People (PALIPEHUTU)
457                  Party for the Liberation of the Hutu People (PALIPEHUTU)
458                  Party for the Liberation of the Hutu People (PALIPEHUTU)
459                  Party for the Liberation of the Hutu People (PALIPEHUTU)
460                  Party for the Liberation of the Hutu People (PALIPEHUTU)
461                             Pattani United Liberation Organization (PULO)
462                             Pattani United Liberation Organization (PULO)
463                             Pattani United Liberation Organization (PULO)
464                             Pattani United Liberation Organization (PULO)
465                             Pattani United Liberation Organization (PULO)
466                             Pattani United Liberation Organization (PULO)
467                                          People's Liberation Army (India)
468                                                  People's War Group (PWG)
469                                                  People's War Group (PWG)
470                                                  People's War Group (PWG)
471                                                  People's War Group (PWG)
472                                                  People's War Group (PWG)
473                                                  People's War Group (PWG)
474                                                  People's War Group (PWG)
475                                                  People's War Group (PWG)
476                                                  People's War Group (PWG)
477                      Popular Front for the Liberation of Palestine (PFLP)
478                      Popular Front for the Liberation of Palestine (PFLP)
479                      Popular Front for the Liberation of Palestine (PFLP)
480                      Popular Front for the Liberation of Palestine (PFLP)
481                      Popular Front for the Liberation of Palestine (PFLP)
482                      Popular Front for the Liberation of Palestine (PFLP)
483                      Popular Front for the Liberation of Palestine (PFLP)
484                      Popular Front for the Liberation of Palestine (PFLP)
485                                             Popular Resistance Committees
486                                             Popular Resistance Committees
487                                             Popular Resistance Committees
488                                             Popular Resistance Committees
489                                             Popular Resistance Committees
490                                             Popular Resistance Committees
491                                             Popular Resistance Committees
492                                             Popular Resistance Committees
493                                       Popular Revolutionary Army (Mexico)
494                                          Proletarian Nuclei for Communism
495                                          Proletarian Nuclei for Communism
496                                             Purbo Banglar Communist Party
497                                             Purbo Banglar Communist Party
498                                         Real Irish Republican Army (RIRA)
499                                         Real Irish Republican Army (RIRA)
500                                         Real Irish Republican Army (RIRA)
501                                         Real Irish Republican Army (RIRA)
502                                         Real Irish Republican Army (RIRA)
503                                         Real Irish Republican Army (RIRA)
504                                         Real Irish Republican Army (RIRA)
505                            Red Brigades Fighting Communist Party (BR-PCC)
506                            Red Brigades Fighting Communist Party (BR-PCC)
507                             Revolutionary Armed Forces of Colombia (FARC)
508                             Revolutionary Armed Forces of Colombia (FARC)
509                             Revolutionary Armed Forces of Colombia (FARC)
510                             Revolutionary Armed Forces of Colombia (FARC)
511                             Revolutionary Armed Forces of Colombia (FARC)
512                             Revolutionary Armed Forces of Colombia (FARC)
513                             Revolutionary Armed Forces of Colombia (FARC)
514                             Revolutionary Armed Forces of Colombia (FARC)
515                             Revolutionary Armed Forces of Colombia (FARC)
516                             Revolutionary Armed Forces of Colombia (FARC)
517                             Revolutionary Armed Forces of Colombia (FARC)
518                             Revolutionary Armed Forces of Colombia (FARC)
519                             Revolutionary Armed Forces of Colombia (FARC)
520              Revolutionary Front for an Independent East Timor (FRETILIN)
521                                           Revolutionary Leninist Brigades
522                                                      Revolutionary Nuclei
523                                                      Revolutionary Nuclei
524                                                      Revolutionary Nuclei
525                                                      Revolutionary Nuclei
526                                                      Revolutionary Nuclei
527                                                 Revolutionary Perspective
528                                                 Revolutionary Perspective
529                                                    Revolutionary Struggle
530                                                    Revolutionary Struggle
531                                                    Revolutionary Struggle
532                                                    Revolutionary Struggle
533                                                    Revolutionary Struggle
534                                                    Revolutionary Struggle
535                                                    Revolutionary Struggle
536                                          Revolutionary United Front (RUF)
537                                          Revolutionary United Front (RUF)
538                                          Revolutionary United Front (RUF)
539                                          Revolutionary United Front (RUF)
540 Riyadus-Salikhin Reconnaissance and Sabotage Battalion of Chechen Martyrs
541 Riyadus-Salikhin Reconnaissance and Sabotage Battalion of Chechen Martyrs
542 Riyadus-Salikhin Reconnaissance and Sabotage Battalion of Chechen Martyrs
543 Riyadus-Salikhin Reconnaissance and Sabotage Battalion of Chechen Martyrs
544                          Salafist Group for Preaching and Fighting (GSPC)
545                          Salafist Group for Preaching and Fighting (GSPC)
546                          Salafist Group for Preaching and Fighting (GSPC)
547                          Salafist Group for Preaching and Fighting (GSPC)
548                          Salafist Group for Preaching and Fighting (GSPC)
549                          Salafist Group for Preaching and Fighting (GSPC)
550                          Salafist Group for Preaching and Fighting (GSPC)
551                          Salafist Group for Preaching and Fighting (GSPC)
552                          Salafist Group for Preaching and Fighting (GSPC)
553                                               Sardinian Autonomy Movement
554                                                     Save Kashmir Movement
555                                                     Save Kashmir Movement
556                                                         Shining Path (SL)
557                                                         Shining Path (SL)
558                                                         Shining Path (SL)
559                                                         Shining Path (SL)
560                                                         Shining Path (SL)
561                                                         Shining Path (SL)
562                                                         Shining Path (SL)
563                                                         Shining Path (SL)
564                                                         Shining Path (SL)
565                                                         Shining Path (SL)
566                                                         Shining Path (SL)
567                                                         Shining Path (SL)
568                                                         Shining Path (SL)
569                         Simon Bolivar Guerrilla Coordinating Board (CGSB)
570                                     Sudan People's Liberation Army (SPLA)
571                                     Sudan People's Liberation Army (SPLA)
572                                     Sudan People's Liberation Army (SPLA)
573                                     Sudan People's Liberation Army (SPLA)
574                                     Sudan People's Liberation Army (SPLA)
575                                     Sudan People's Liberation Army (SPLA)
576                                     Sudan People's Liberation Army (SPLA)
577                                     Sudan People's Liberation Army (SPLA)
578                    Supreme Council for Islamic Revolution in Iraq (SCIRI)
579                                                            Sword of Islam
580                                                                   Taliban
581                                                                   Taliban
582                                                                   Taliban
583                                                                   Taliban
584                                                                   Taliban
585                                                                   Taliban
586                                                                   Taliban
587                                                                   Taliban
588                                                    Thai Islamic Militants
589                                                   Tuareg Guerrillas (MNJ)
590                                                           Tuaregs (ATNMC)
591                                                           Tuaregs (ATNMC)
592                                 Tupac Amaru Revolutionary Movement (MRTA)
593                                 Tupac Amaru Revolutionary Movement (MRTA)
594                                 Tupac Amaru Revolutionary Movement (MRTA)
595                                           Tupamaro Revolutionary Movement
596                                           Tupamaro Revolutionary Movement
597                                  Turkish Communist Party/Marxist (TKP-ML)
598                                  Turkish Communist Party/Marxist (TKP-ML)
599                                  Turkish Communist Party/Marxist (TKP-ML)
600                                  Turkish Communist Party/Marxist (TKP-ML)
601                                  Turkish Communist Party/Marxist (TKP-ML)
602                                                                     Tutsi
603                                                                     Tutsi
604                                                     Ummah Liberation Army
605                      Union of Forces for Democracy and Development (UFDD)
606                      Union of Forces for Democracy and Development (UFDD)
607                                  United Front for Democratic Change (FUC)
608                                   United Liberation Front of Assam (ULFA)
609                                   United Liberation Front of Assam (ULFA)
610                                   United Liberation Front of Assam (ULFA)
611                                   United Liberation Front of Assam (ULFA)
612                                   United Liberation Front of Assam (ULFA)
613                                   United Liberation Front of Assam (ULFA)
614                                   United Liberation Front of Assam (ULFA)
615                                   United Liberation Front of Assam (ULFA)
616                                   United Liberation Front of Assam (ULFA)
617                                   United Liberation Front of Assam (ULFA)
618                                   United Liberation Front of Assam (ULFA)
619                                   United Liberation Front of Assam (ULFA)
620                                   United National Liberation Front (UNLF)
621                                                                  al-Fatah
622                                                                  al-Fatah
623                                                                  al-Fatah
624                                                                  al-Fatah
625                                                                  al-Fatah
626                                              al-Gama'at al-Islamiyya (IG)
627                                              al-Gama'at al-Islamiyya (IG)
628                                              al-Gama'at al-Islamiyya (IG)
629                                              al-Gama'at al-Islamiyya (IG)
                                    ucdpgroup attacksum dyadid gwno groupsize
1                                                     2     NA   NA         0
2                                         ASG         6    249  840         1
3                                         ASG         8    249  840         1
4                                         ASG         2    249  840         1
5                                         ASG         7    249  840         1
6                                                    10     NA   NA         1
7                                         ASG        16    249  840         2
8                                         ASG        14    249  840         2
9                                         ASG        15    249  840         1
10                                        ASG         6    249  840         1
11                                        ASG         5    249  840         1
12                                        ASG         9    249  840         1
13                                        ASG         6    249  840         1
14                                        ASG         6    249  840         1
15                                                    1     NA   NA         1
16                                                    1     NA   NA         0
17                                                    1     NA   NA         0
18                                                    2     NA   NA         0
19                                                   16     NA   NA         0
20                                        AMB        42    426  666         0
21                                        AMB        16    426  666         0
22                                        AMB        15    426  666         0
23                                                   15     NA   NA         0
24                                                   14     NA   NA         0
25                                                   19     NA   NA         0
26                         Kashmir insurgents         2    355  750         2
27                         Kashmir insurgents         1    355  750         2
28                         Kashmir insurgents         2    355  750         2
29                                       AIAI         1    283  530         2
30                                       AIAI         1    283  530         2
31                         Kashmir insurgents         2    355  750         2
32                         Kashmir insurgents         1    355  750         2
33                         Kashmir insurgents         4    355  750         2
34                         Kashmir insurgents         6    355  750         2
35                         Kashmir insurgents         2    355  750         2
36                         Kashmir insurgents         1    355  750         2
37                                        ISI         6    448  645         2
38                                        ISI        49    448  645         2
39                                        ISI         5    448  645         2
40                                        ISI        34    448  645         2
41                                       AQIM        34      4   NA         1
42                                   al-Qaida         4    360   NA         2
43                                       ATTF         4    262  750         1
44                                       ATTF         2    262  750         1
45                                                    2     NA   NA         1
46                                        ADF         9    153   NA         1
47                                        ADF         9    153   NA         1
48                                        ADF         7    153   NA         1
49                                        ADF         9    153   NA         1
50                                        ADF         2    153   NA         1
51                                                    2     NA   NA         0
52                                                    4     NA   NA         1
53                             Ansar al-Islam         1    443  645         2
54                             Ansar al-Islam         2    443  645         2
55                             Ansar al-Islam         1    443  645         2
56                             Ansar al-Islam         9    443  645         2
57                             Ansar al-Islam         6    443  645         2
58                             Ansar al-Islam        10    443  645         2
59                                                    1     NA   NA         0
60                                                    1     NA   NA         0
61                                       AFRC         1     NA   NA         2
62                                       AFRC         2    131   NA         2
63               Chechen Republic of Ichkeria         1    348  365         3
64               Chechen Republic of Ichkeria         1    348  365         2
65               Chechen Republic of Ichkeria         8    348  365         3
66               Chechen Republic of Ichkeria        62    348  365         3
67               Chechen Republic of Ichkeria        82    348  365         3
68               Chechen Republic of Ichkeria        41    348  365         2
69               Chechen Republic of Ichkeria        40    348  365         2
70               Chechen Republic of Ichkeria        11    348  365         2
71               Chechen Republic of Ichkeria         3    348  365         2
72               Chechen Republic of Ichkeria         4    348  365         2
73               Chechen Republic of Ichkeria         3    348  365         2
74                                        GIA        56      3   NA         2
75                                        GIA         6      3   NA         2
76                                        GIA        10      3   NA         2
77                                        GIA        22      3   NA         2
78                                        GIA         9      3   NA         2
79                                        GIA         7      3   NA         2
80                                        GIA        15      3   NA         2
81                                        GIA        28      3   NA         2
82                                        GIA        10      3   NA         1
83                                                    2     NA   NA         1
84                                                    3     NA   NA         1
85                                                    1     NA   NA         1
86                                                    1     NA   NA         1
87                                                    1     NA   NA         1
88                                                   10     NA   NA         2
89                                        BLA        13    639  770         2
90                                        BLA         3    639  770         2
91                          Patani insurgents         3    472  800         2
92                          Patani insurgents         1    472  800         2
93                                                   28     NA   NA         1
94                                                   42     NA   NA         1
95                                                   35     NA   NA         1
96                                                    9     NA   NA         1
97                                                    3     NA   NA         1
98                                                   45     NA   NA         1
99                                                   33     NA   NA         1
100                                                  28     NA   NA         1
101                                                  11     NA   NA         1
102                                                  20     NA   NA         1
103                                                  19     NA   NA         1
104                                                  17     NA   NA         1
105                                                   6     NA   NA         1
106                         Patani insurgents         1    472  800         2
107                                       BRA         4    337   NA         2
108                                       BRA         3    337   NA         2
109                                                   1     NA   NA         0
110                                                   2     NA   NA         0
111                                                   2     NA   NA         0
112                                       BDK         1    651  490        NA
113                                CPI-Maoist         4    451   NA         2
114                                CPI-Maoist        18    451   NA         3
115                                CPI-Maoist         3    451   NA         3
116                                     CPN-M         1    349  790         2
117                                     CPN-M         5    349  790         2
118                                     CPN-M         3    349  790         2
119                                     CPN-M         1    349  790         3
120                                     CPN-M         2    349  790         3
121                                     CPN-M         3    349  790         3
122                                      RIRA         8    248  200         0
123                                                  10     NA   NA         1
124                                                  22     NA   NA         1
125                                                   9     NA   NA         1
126                                                   4     NA   NA         1
127                                                   6     NA   NA         1
128                                                   2     NA   NA         1
129                                                   6     NA   NA         1
130                                                  14     NA   NA         1
131                                                  18     NA   NA         1
132                                                  12     NA   NA         1
133                                                   6     NA   NA         1
134                                                   1     NA   NA         0
135                                                   1     NA   NA         0
136                                                   1     NA   NA         0
137                                                   2     NA   NA         0
138                                                   2     NA   NA         0
139                                                   1     NA   NA         0
140                                                   1     NA   NA         0
141                                                   2     NA   NA         0
142                                                   1     NA   NA         2
143                                       GAM         6    347  850         1
144                                       GAM        22    347  850         2
145                                       GAM        58    347  850         2
146                                       GAM         8    347  850         2
147                                       GAM         5    347  850         2
148                                       GAM         4    347  850         2
149                                       GAM         1    347  850         2
150                                                   1     NA   NA         0
151                                                   1     NA   NA         0
152                                                   4     NA   NA         0
153                                                   4     NA   NA         0
154                                                   3     NA   NA         0
155                                                   4     NA   NA         0
156                                      URNG        27    228   90         1
157                                                   4     NA   NA         2
158                                                   8     NA   NA         2
159                                                   2     NA   NA         2
160                                                   6     NA   NA         2
161                                                   4     NA   NA         2
162                                                   1     NA   NA         2
163                                     Hamas        32    381  666         2
164                                     Hamas        32    381  666         2
165                                     Hamas        35    381  666         2
166                                     Hamas        14    381  666         2
167                                     Hamas        17    381  666         2
168                                     Hamas        12    381  666         2
169                                     Hamas        38    381  666         2
170                        Kashmir insurgents         7    355  750         2
171                        Kashmir insurgents         1    355  750         2
172                        Kashmir insurgents         1    355  750         2
173                        Kashmir insurgents         1    355  750         2
174              Hizb-i Islami-yi Afghanistan         2     NA   NA         1
175                                                   1     NA   NA         1
176                                                   1     NA   NA         1
177                                                   5     NA   NA         2
178                                                   1     NA   NA         2
179                                                   3     NA   NA         2
180                                                  18     NA   NA         2
181                                                  21     NA   NA         2
182                                                   7     NA   NA         3
183                                                   1     NA   NA         3
184                                                   1     NA   NA         3
185                                                   1     NA   NA         2
186                                 Hezbollah         1    643  666         2
187                                 Hezbollah         2    643  666         2
188                                 Hezbollah         2    643  666         2
189                                 Hezbollah         2    643  666         2
190                                 Hezbollah         6    643  666         2
191                        Kashmir insurgents         1    355  750         2
192                        Kashmir insurgents         1    355  750         2
193                        Kashmir insurgents         6    355  750         2
194                        Kashmir insurgents        10    355  750         2
195                        Kashmir insurgents        11    355  750         2
196                        Kashmir insurgents         4    355  750         2
197                        Kashmir insurgents         8    355  750         2
198                        Kashmir insurgents         4    355  750         2
199                        Kashmir insurgents         4    355  750         2
200                        Kashmir insurgents         6    355  750         2
201                        Kashmir insurgents         2    355  750         2
202                                                   1     NA   NA         1
203                                                   3     NA   NA         1
204                                                   3     NA   NA         1
205                                                   3     NA   NA         1
206                                                   7     NA   NA         1
207                                                   4     NA   NA         1
208                                      RIRA        10    248  200         1
209                                                   7     NA   NA         1
210                                                   5     NA   NA         1
211                                                   1     NA   NA         1
212                                                   1     NA   NA         1
213                                                   1     NA   NA         1
214                                                   1     NA   NA         1
215                                                   3     NA   NA         1
216                                       RJF         1    578  645         2
217                                       RJF         1    578  645         2
218                                       JIG         3    444   NA        NA
219                                        IS        17    448  645         2
220                        Kashmir insurgents         5    355  750         2
221                        Kashmir insurgents         4    355  750         2
222                        Kashmir insurgents         1    355  750         2
223                        Kashmir insurgents         4    355  750         2
224                        Kashmir insurgents         1    355  750         2
225                        Kashmir insurgents         7    355  750         2
226                        Kashmir insurgents         1    355  750         2
227                                                   1     NA   NA         0
228                                                  14     NA   NA         0
229                                                   1     NA   NA         0
230                                                   1     NA   NA         0
231                        Kashmir insurgents         1    355  750         2
232                        Kashmir insurgents         2    355  750         2
233                        Kashmir insurgents         2    355  750         2
234                        Kashmir insurgents         3    355  750         2
235                        Kashmir insurgents         1    355  750         2
236                        Kashmir insurgents         6    355  750         2
237                        Kashmir insurgents         1    355  750         2
238                        Kashmir insurgents         2    355  750         2
239                                                  40     NA   NA         1
240                                                   3     NA   NA         1
241                                                   3     NA   NA         1
242                                                   1     NA   NA         1
243                                                   4     NA   NA         1
244                                 Jondullah         3    640  630         0
245                                 Jondullah         3    640  630         0
246                                       JEM         4    434  625         2
247                                  Kamajors         2    132   NA         3
248                                       KNU         1    306  775         2
249                                                   1     NA   NA         1
250                                       KNU         1    306  775         2
251                                                   2     NA   NA         1
252                                       KNU         1    306  775         2
253                                       KNU         3    306  775         2
254                                       KNU         1    306  775         2
255                                       KNU         4    306  775         2
256                                       KNU         1    306  775         2
257                        Kashmir insurgents         1    355  750         2
258                                        KR        48    364   NA         2
259                                        KR        22    364   NA         2
260                                        KR         1    364   NA         2
261                                        KR         4    364   NA         2
262                                                   2     NA   NA         2
263                                       UCK        14    295  345         2
264                                       UCK        21    295  345         3
265                                       PKK        23    333  640         3
266                                       PKK        15    333  640         3
267                                       PKK         9    333  640         2
268                                       PKK        10    333  640         2
269                                       PKK        27    333  640         2
270                                       PKK         1    333  640         2
271                                       PKK         3    333  640         2
272                                       PKK         7    333  640         2
273                                       PKK        27    333  640         2
274                                       PKK        11    333  640         2
275                                       PKK        14    333  640         2
276                                                   1     NA   NA         1
277                                                   1     NA   NA         1
278                                                   1     NA   NA         1
279                                                   1     NA   NA         1
280                                                   1     NA   NA         1
281                                                   3     NA   NA         1
282                                                   4     NA   NA         1
283                                                   1     NA   NA         1
284                                                   2     NA   NA         1
285                                                   2     NA   NA         1
286                                                   1     NA   NA         1
287                                                   1     NA   NA         1
288                        Kashmir insurgents         4    355  750         2
289                        Kashmir insurgents         9    355  750         2
290                        Kashmir insurgents        18    355  750         2
291                        Kashmir insurgents        13    355  750         2
292                        Kashmir insurgents         5    355  750         2
293                        Kashmir insurgents         4    355  750         2
294                        Kashmir insurgents         8    355  750         2
295                        Kashmir insurgents        12    355  750         2
296                        Kashmir insurgents         5    355  750         2
297                                      LTTE        59    243  780         2
298                                      LTTE       109    243  780         2
299                                      LTTE        34    243  780         2
300                                      LTTE        31    243  780         2
301                                      LTTE        35    243  780         2
302                                      LTTE        45    243  780         2
303                                      LTTE        23    243  780         2
304                                                   3     NA   NA         2
305                                      LTTE         6    243  780         2
306                                                  19     NA   NA         2
307                                      LTTE        83    243  780         3
308                                      LTTE       148    243  780         2
309                                      LTTE        82    243  780         2
310                                       LRA         4    151  500         1
311                                       LRA        15    151  500         2
312                                       LRA         5    151  500         2
313                                       LRA         6    151  500         2
314                                       LRA         9    151  500         2
315                                       LRA         9    151  500         1
316                                       LRA        18    151  500         2
317                                       LRA        20    151  500         2
318                                       LRA        10    151  500         2
319                                       LRA        11    151  500         2
320                             al-Mahdi Army         3    442  645         2
321                                                   1     NA   NA         2
322                                                   1     NA   NA         1
323                                                   5     NA   NA         1
324                                       MCC         1    406   NA         1
325                                       MCC         1    406   NA         1
326                                       MCC         2    406   NA         1
327                                       MCC         3    406   NA         1
328                                       MCC         8    406   NA         1
329                                       MCC         6    406   NA         2
330                                                   1     NA   NA         1
331                                     CPN-M         1    349  790         2
332                                     CPN-M         4    349  790         2
333                                     CPN-M        16    349  790         2
334                                     CPN-M        29    349  790         2
335                                     CPN-M         5    349  790         3
336                                     CPN-M        46    349  790         3
337                                     CPN-M        39    349  790         3
338                                     CPN-M        46    349  790         3
339                                                   1     NA   NA         2
340                                                   1     NA   NA         2
341                                       MTA         1    308  775         2
342                                                   1     NA   NA         2
343                                      MILF         4    242  840         3
344                                      MILF         7    242  840         3
345                                      MILF         2    242  840         3
346                                      MILF         5    242  840         3
347                                      MILF        67    242  840         3
348                                      MILF        13    242  840         3
349                                      MILF         6    242  840         3
350                                      MILF        61    242  840         3
351                                      MILF         4    242  840         3
352                                                   2     NA   NA         2
353                                      MILF         4    242  840         3
354                                                   2     NA   NA         2
355                                                   3     NA   NA         2
356                                                   1     NA   NA         2
357                                                   1     NA   NA         2
358                                                   2     NA   NA         2
359                                 MNLF - NM         1     NA   NA         2
360                                 MNLF - HM         1    647  840         1
361                                      MDJT         1     27   NA         2
362                                      MDJT         1     27   NA         1
363                                      MFDC         2    129  433         1
364                                      MFDC        15    129  433         1
365                                      MFDC         1    129  433         1
366                                      MFDC         2    129  433         2
367                                      MFDC         6    129  433         2
368                         Patani insurgents         1    472  800         1
369                                       MQM        90    340  770         2
370                                       MQM        16    340  770         2
371                                                   1     NA   NA         2
372                                                   2     NA   NA         2
373                                                   1     NA   NA         2
374                                                   1     NA   NA         2
375                                                   4     NA   NA         2
376                                      CNDD         1     12  516         2
377                                      CNDD         1     12  516         2
378                                  CNDD-FDD         1     14  516         3
379                                  CNDD-FDD         2     14  516         3
380                                  CNDD-FDD         1     14  516         3
381                                  CNDD-FDD        13     14  516         3
382                                      NDFB         3    313  750         1
383                                      NDFB         1    313  750         1
384                                      NDFB         8    313  750         1
385                                      NDFB         1    313  750         2
386                                      NDFB         1    313  750         2
387                                      NDFB         6    313  750         2
388                                      NDFB         6    313  750         2
389                                      NDFB         4    313  750         2
390                                      NDFB         6    313  750         2
391                                                   1     NA   NA         2
392                                       UCK        34    341  343         2
393                                       ELN        11    342   NA         2
394                                       ELN       108    342   NA         2
395                                       ELN        86    342   NA         2
396                                       ELN        35    342   NA         2
397                                       ELN        23    342   NA         2
398                                       ELN        32    342   NA         2
399                                       ELN        52    342   NA         2
400                                       ELN        11    342   NA         2
401                                       ELN        10    342   NA         2
402                                       ELN         1    342   NA         2
403                                       ELN         6    342   NA         2
404                                       ELN         4    342   NA         2
405                                      NLFT         3    269  750         1
406                                      NLFT         5    269  750         1
407                                      NLFT        15    269  750         1
408                                      NLFT         4    269  750         2
409                                      NLFT         2    269  750         2
410                                      NLFT         8    269  750         1
411                                    NLFT-B         1    269  750         1
412                                                   1     NA   NA         2
413                                 NSCN - IM         1    286  750         2
414                                                   1     NA   NA         2
415                                                   1     NA   NA         2
416                                 NSCN - IM         1    286  750         2
417                                 NSCN - IM         1    286  750         2
418                                     UNITA         4      7   NA         3
419                                                   3     NA   NA         3
420                                     UNITA        17      7   NA         3
421                                     UNITA        29      7   NA         3
422                                     UNITA        11      7   NA         3
423                                     UNITA        28      7   NA         3
424                                     UNITA         3      7   NA         3
425                                       CPP         2    217   NA         2
426                                                   1     NA   NA         3
427                                       CPP         4    217   NA         2
428                                       CPP         4    217   NA         2
429                                       CPP        12    217   NA         3
430                                       CPP         8    217   NA         3
431                                       CPP        12    217   NA         3
432                                       CPP        16    217   NA         2
433                                       CPP        10    217   NA         2
434                                       CPP         7    217   NA         3
435                                       CPP        14    217   NA         3
436                                       CPP        11    217   NA         2
437                                      ONLF         2     54  530         2
438                                       OLF         1     NA   NA         2
439                                       OLF         1     55  530         1
440                                       OLF         1     55  530         1
441                                       OLF         1     55  530         1
442                                       PIJ         2    380  666         1
443                                                   3     NA   NA         1
444                                       PIJ        19     NA   NA         1
445                                       PIJ        12    380  666         1
446                                       PIJ        13    380  666         1
447                                       PIJ        10    380  666         1
448                                       PIJ        14    380  666         1
449                                       PIJ        22    380  666         1
450                                       PIJ        28    380  666         1
451                                       PNA         1    427  666        NA
452                                       PNA        12    427  666        NA
453                                       PNA         5    427  666        NA
454                            Palipehutu-FNL         1     15  516         2
455                            Palipehutu-FNL         1     15  516         2
456                            Palipehutu-FNL         4     15  516         2
457                            Palipehutu-FNL         5     15  516         2
458                            Palipehutu-FNL        10     15  516         2
459                            Palipehutu-FNL         4     15  516         2
460                            Palipehutu-FNL         3     15  516         2
461                                                   2     NA   NA         0
462                                                   2     NA   NA         0
463                                                   1     NA   NA         0
464                         Patani insurgents         3    472  800         1
465                         Patani insurgents         1    472  800         2
466                         Patani insurgents         1    472  800         2
467                                       PLA         1    325  750        NA
468                                       PWG         5    405   NA         1
469                                       PWG         6    405   NA         1
470                                       PWG         1    405   NA         2
471                                       PWG         3    405   NA         2
472                                       PWG         8    405   NA         2
473                                       PWG        14    405   NA         2
474                                       PWG         6    405   NA         2
475                                       PWG        20    405   NA         2
476                                       PWG         2    405   NA         2
477                                                   1     NA   NA         1
478                                                   3     NA   NA         1
479                                      PFLP        11    419  666         1
480                                                   9     NA   NA         1
481                                                   3     NA   NA         1
482                                                   2     NA   NA         1
483                                                   4     NA   NA         1
484                                                   2     NA   NA         1
485                                                   1     NA   NA         0
486                                                   1     NA   NA         0
487                                                   1     NA   NA         0
488                                                   1     NA   NA         0
489                                                   2     NA   NA         0
490                                                   6     NA   NA         0
491                                       PRC         6    629  666         0
492                                                   2     NA   NA         0
493                                       EPR        10    299   NA         1
494                                                   1     NA   NA         0
495                                                   1     NA   NA         0
496                                    PBCP-J         2    839   NA         1
497                                    PBCP-J         2    839   NA         1
498                                      RIRA         4    248  200         1
499                                                   7     NA   NA         1
500                                                  10     NA   NA         1
501                                                   4     NA   NA         1
502                                                   4     NA   NA         1
503                                                   1     NA   NA         1
504                                                   2     NA   NA         1
505                                                   1     NA   NA         0
506                                                   3     NA   NA         0
507                                      FARC        38    237   NA         2
508                                      FARC        60    237   NA         2
509                                      FARC       129    237   NA         2
510                                      FARC        42    237   NA         3
511                                      FARC        44    237   NA         3
512                                      FARC        62    237   NA         3
513                                      FARC        46    237   NA         3
514                                      FARC       102    237   NA         3
515                                      FARC        57    237   NA         3
516                                      FARC        21    237   NA         3
517                                      FARC        30    237   NA         3
518                                      FARC        31    237   NA         3
519                                      FARC        18    237   NA         3
520                                  Fretilin         3    344  850         1
521                                                   1     NA   NA         0
522                                                   1     NA   NA         0
523                                                   1     NA   NA         0
524                                                   3     NA   NA         0
525                                                   2     NA   NA         0
526                                                   5     NA   NA         0
527                                                   3     NA   NA         0
528                                                   1     NA   NA         0
529                                                   1     NA   NA         0
530                                                   2     NA   NA         0
531                                                   1     NA   NA         0
532                                                   1     NA   NA         0
533                                                   2     NA   NA         0
534                                                   1     NA   NA         0
535                                                   1     NA   NA         0
536                                       RUF        10    130   NA         1
537                                       RUF         5    130   NA         2
538                                       RUF         4    130   NA         3
539                                       RUF        16    130   NA         3
540                                                   1     NA   NA         1
541                                                   3     NA   NA         1
542                                                   1     NA   NA         1
543            Forces of the Caucasus Emirate         1    773  365         1
544                                      AQIM         6      4   NA         2
545                                      AQIM        11      4   NA         1
546                                      AQIM        12      4   NA         1
547                                      AQIM         9      4   NA         1
548                                      AQIM        24      4   NA         1
549                                      AQIM        12      4   NA         1
550                                      AQIM        23      4   NA         1
551                                      AQIM        41      4   NA         1
552                                      AQIM         1     NA   NA         1
553                                                   1     NA   NA         0
554                                                   1     NA   NA         0
555                                                   2     NA   NA         0
556                          Sendero Luminoso        26    235   NA         2
557                          Sendero Luminoso        19    235   NA         2
558                          Sendero Luminoso        29    235   NA         2
559                          Sendero Luminoso         3    235   NA         2
560                          Sendero Luminoso         2    235   NA         2
561                                                   2     NA   NA         1
562                                                   2     NA   NA         1
563                                                   1     NA   NA         1
564                                                   1     NA   NA         1
565                                                   2     NA   NA         1
566                                                   1     NA   NA         1
567                                                   1     NA   NA         1
568                          Sendero Luminoso         3    235   NA         1
569                                                   2     NA   NA         1
570                                    SPLM/A         1    641  625         3
571                                    SPLM/A         2    641  625         3
572                                    SPLM/A         2    641  625         3
573                                    SPLM/A         1    641  625         3
574                                    SPLM/A         4    641  625         3
575                                                   1     NA   NA         3
576                                                   2     NA   NA         3
577                                                   2     NA   NA         3
578                                     SCIRI         1    298  645         2
579 Wahhabi movement of the Buinaksk district         1    368   NA         1
580                                   Taleban         4    327  700         3
581                                                   4     NA   NA         2
582                                                   9     NA   NA         2
583                                   Taleban        56    327  700         2
584                                   Taleban        43    327  700         2
585                                   Taleban       106    327  700         2
586                                   Taleban       142    327  700         2
587                                   Taleban       167    327  700         2
588                                                  54     NA   NA         0
589                                       MNJ         1    749   NA        NA
590                                     ATNMC         1    650  432        NA
591                                       MNJ         1    749   NA        NA
592                                                   1     NA   NA         0
593                                                   1     NA   NA         0
594                                                   4     NA   NA         0
595                                                   3     NA   NA         0
596                                                   1     NA   NA         0
597                                                   3     NA   NA         1
598                                                   1     NA   NA         1
599                                                   4     NA   NA         1
600                                                   1     NA   NA         1
601                                                   1     NA   NA         1
602                                      AFDL         1     39  490        NA
603                                       RCD         1     40  490        NA
604                                                   1     NA   NA         3
605                                      UFDD         1    634   NA        NA
606                                      UFDD         1    634   NA        NA
607                                      FUCD         3    455   NA         2
608                                      ULFA         6    296  750         2
609                                      ULFA         5    296  750         2
610                                      ULFA         6    296  750         1
611                                      ULFA         9    296  750         2
612                                      ULFA        10    296  750         2
613                                      ULFA         1    296  750         2
614                                      ULFA         2    296  750         2
615                                      ULFA         8    296  750         2
616                                      ULFA        14    296  750         2
617                                      ULFA        23    296  750         2
618                                      ULFA        25    296  750         2
619                                      ULFA        35    296  750         2
620                                      UNLF         1    336  750         1
621                                     Fatah         4    377  666         2
622                                     Fatah         1     NA   NA         2
623                                     Fatah         2    377  666         2
624                                     Fatah         1    377  666         2
625                                     Fatah        18    377  666         2
626                    al-Gama'a al-Islamiyya        80    241   NA         2
627                    al-Gama'a al-Islamiyya        34    241   NA         2
628                    al-Gama'a al-Islamiyya        13    241   NA         2
629                    al-Gama'a al-Islamiyya         2    241   NA         2
    orgage terrstrong pts_average_cat softratio_new ibex_ll ibex_lh ibex_hl
1        3          0               5    0.50000000       0       0       0
2       15          1               4    1.00000000       0       0       0
3       15          1               3    1.00000000       0       0       0
4       15          1               3    1.00000000       0       0       0
5       15          1               3    0.71428573       0       0       0
6       15          1               4    0.89999998       0       0       0
7       15          1               4    0.56250000       0       0       0
8       15          1               4    0.85714287       0       0       0
9       15          1               3    0.93333334       0       0       0
10      15          1               4    0.50000000       0       0       0
11      15          1               4    0.60000002       0       0       0
12      15          1               4    0.66666669       0       0       0
13      15          1               4    0.66666669       0       0       0
14      15          1               4    0.16666667       0       0       0
15      11          1               4    0.00000000       0       0       0
16      12          0               3    1.00000000       0       0       0
17      12          0               3    0.00000000       0       0       0
18       6          0               4    0.50000000       0       0       1
19       6          0               5    0.81250000       0       0       1
20       6          0               5    0.85000002       0       0       1
21       6          0               5    0.73333335       0       0       1
22       6          0               5    0.57142860       0       0       1
23       6          0               4    0.53333336       0       0       1
24       6          0               4    0.71428573       0       0       1
25       6          0               4    0.89473683       0       0       1
26       4          0               4    0.00000000       0       0       0
27       4          0               4    0.00000000       0       0       0
28       4          0               4    0.50000000       0       0       0
29       2          0               3    1.00000000       0       0       0
30       2          0               5    1.00000000       0       0       0
31       3          0               4    0.00000000       0       0       0
32       3          0               4    0.00000000       0       0       0
33       3          0               4    0.00000000       0       0       0
34       3          0               4    0.00000000       0       0       0
35       3          0               4    0.00000000       0       0       0
36       3          0               4    0.00000000       0       0       0
37       2          0               5    0.16666667       0       0       0
38       2          0               5    0.20408164       0       0       0
39       2          0               5    0.60000002       0       0       0
40       2          0               5    0.38235295       0       0       0
41       1          0               4    0.35294119       0       0       0
42      19          1               2    0.75000000       0       0       0
43      16          0               4    1.00000000       0       0       0
44      16          0               4    0.50000000       0       0       0
45      16          0               4    1.00000000       0       0       0
46      18          1               4    1.00000000       0       0       0
47      18          1               4    0.88888890       0       0       0
48      18          1               4    1.00000000       0       0       0
49      18          1               4    0.88888890       0       0       0
50      18          1               4    1.00000000       0       0       0
51      20          0               2    0.50000000       1       0       0
52       5          1               5    0.25000000       0       0       0
53       5          1               5    1.00000000       0       0       0
54       5          1               5    0.00000000       0       0       0
55       5          1               5    0.00000000       0       0       0
56       5          1               5    0.22222222       0       0       0
57       3          0               5    0.50000000       0       0       0
58       3          0               5    0.40000001       0       0       0
59      11          0               2    0.00000000       1       0       0
60      11          0               2    0.00000000       1       0       0
61       8          1               5    1.00000000       1       0       0
62       8          1               5    1.00000000       1       0       0
63       7          1               5    1.00000000       0       0       1
64       7          1               4    0.00000000       0       0       1
65       7          1               4    0.75000000       0       0       1
66       7          1               5    0.27419356       0       0       1
67       7          1               4    0.23999999       0       0       1
68       7          1               4    0.12195122       0       0       1
69       7          1               4    0.22222222       0       0       1
70       7          1               4    0.18181819       0       0       1
71       7          1               4    0.00000000       0       0       1
72       7          1               4    1.00000000       0       0       1
73       7          1               4    0.33333334       0       0       1
74      14          0               5    0.69090909       0       0       0
75      14          0               5    0.83333331       0       0       0
76      14          0               5    0.89999998       0       0       0
77      14          0               5    0.90909094       0       0       0
78      14          0               5    0.55555558       0       0       0
79      14          0               5    0.71428573       0       0       0
80      14          0               5    0.86666667       0       0       0
81      14          0               4    0.77777779       0       0       0
82      14          0               5    0.89999998       0       0       0
83      14          0               4    1.00000000       0       0       0
84      14          0               4    1.00000000       0       0       0
85      14          0               4    1.00000000       0       0       0
86      28          0               5    0.00000000       0       0       0
87      28          0               4    1.00000000       0       0       0
88       3          0               4    0.50000000       0       0       1
89       3          0               4    0.30769232       0       0       1
90       3          0               4    0.33333334       0       0       1
91      NA          0               4    1.00000000       0       0       1
92      NA          0               4    1.00000000       0       0       1
93      47          0               2    0.71428573       0       0       0
94      47          0               2    0.54761904       0       0       0
95      47          0               2    0.28571430       0       0       0
96      47          0               2    0.11111111       0       0       0
97      47          0               2    0.00000000       0       0       0
98      47          0               2    0.40909091       0       0       0
99      47          0               2    0.51515150       0       0       0
100     47          0               3    0.64285713       0       0       0
101     47          0               3    0.72727275       0       0       0
102     47          0               3    0.50000000       0       0       0
103     47          0               2    0.78947371       0       0       0
104     47          0               2    0.41176471       0       0       0
105     47          0               3    0.33333334       0       0       0
106     NA          0               4    1.00000000       0       0       1
107      7          1               3    0.25000000       0       0       0
108      7          1               3    1.00000000       0       0       0
109      8          0               2    0.00000000       0       0       1
110      8          0               2    0.00000000       0       0       1
111      8          0               2    0.50000000       0       0       1
112     NA         NA              NA    1.00000000       0       0       0
113      2          1               4    0.25000000       0       1       0
114      2          1               4    0.70588237       0       1       0
115      2          1               4    0.66666669       1       0       0
116     10          1               3    0.00000000       1       0       0
117     10          1               4    0.00000000       1       0       0
118     10          1               4    0.00000000       1       0       0
119     10          1               4    0.00000000       1       0       0
120     10          1               5    0.00000000       1       0       0
121     10          1               5    1.00000000       1       0       0
122     20          0               2    0.62500000       0       0       0
123     30          0               2    0.80000001       0       0       0
124     30          0               2    0.13636364       0       0       0
125     30          0               1    0.77777779       0       0       0
126     30          0               2    0.00000000       0       0       0
127     30          0               2    0.83333331       0       0       0
128     30          0               2    0.00000000       0       0       0
129     30          0               2    0.50000000       0       0       0
130     30          0               2    0.57142860       0       0       0
131     30          0               2    0.44444445       0       0       0
132     30          0               2    0.66666669       0       0       0
133     30          0               2    0.00000000       0       0       0
134     28          0               5    0.00000000       1       0       0
135     28          0               4    0.00000000       1       0       0
136     28          0               4    0.00000000       1       0       0
137     28          0               4    0.00000000       1       0       0
138     28          0               4    0.00000000       1       0       0
139     28          0               4    0.00000000       1       0       0
140     28          0               4    0.00000000       1       0       0
141     28          0               3    0.00000000       1       0       0
142     31          0               4    1.00000000       0       0       1
143     31          0               4    0.00000000       0       0       1
144     31          0               4    0.04545455       0       0       1
145     31          0               4    0.60344827       0       0       1
146     31          0               4    0.57142860       0       0       1
147     31          0               5    0.60000002       0       0       1
148     31          0               4    0.50000000       0       0       1
149     31          0               4    0.00000000       0       0       1
150     31          0               5    1.00000000       0       0       0
151     31          0               4    1.00000000       0       0       0
152     31          0               4    0.75000000       0       0       0
153     31          0               4    0.50000000       0       0       0
154     31          0               4    1.00000000       0       0       0
155     31          0               3    0.75000000       0       0       0
156     13          0               5    0.07407407       1       0       0
157     19          1               4    1.00000000       0       0       0
158     19          1               4    0.85714287       0       0       0
159     19          1               4    1.00000000       0       0       0
160     19          1               4    0.80000001       0       0       0
161     19          1               4    0.50000000       0       0       0
162     19          1               4    0.00000000       0       0       0
163     19          1               5    0.71875000       0       0       0
164     19          1               5    0.65625000       0       0       0
165     19          1               5    0.80000001       0       0       0
166     19          1               5    0.64285713       0       0       0
167     19          1               4    0.88235295       0       0       0
168     19          1               4    0.83333331       0       0       0
169     19          1               4    0.21052632       0       0       0
170      2          0               5    0.83333331       0       0       0
171      2          0               5    1.00000000       0       0       0
172      2          0               4    0.00000000       0       0       0
173      2          0               4    1.00000000       0       0       0
174     31          1               4    0.00000000       0       0       0
175     31          1               5    1.00000000       0       0       0
176     31          1               5    1.00000000       0       0       0
177     24          1               4    0.40000001       0       0       0
178     24          1               3            NA       0       0       0
179     24          1               4    0.33333334       0       0       0
180     24          1               3    0.05555556       0       0       0
181     24          1               3    0.09523810       0       0       0
182     24          1               3    0.00000000       0       0       0
183     24          1               3    1.00000000       0       0       0
184     24          1               3    0.00000000       0       0       0
185     24          1               3    0.00000000       0       0       0
186     24          1               4    1.00000000       0       0       0
187     24          1               4    1.00000000       0       0       0
188     24          1               4    1.00000000       0       0       0
189     24          1               4    1.00000000       0       0       0
190     24          1               4    0.83333331       0       0       0
191     17          1               5    0.00000000       0       0       0
192     17          1               4    1.00000000       0       0       0
193     17          1               4    0.00000000       0       0       0
194     17          1               4    0.50000000       0       0       0
195     17          1               4    0.18181819       0       0       0
196     17          1               4    0.00000000       0       0       0
197     17          1               4    0.12500000       0       0       0
198     17          1               4    0.00000000       0       0       0
199     17          1               4    0.25000000       0       0       0
200     17          1               4    0.33333334       0       0       0
201     17          1               4    0.00000000       0       0       0
202      3          0               2    0.00000000       1       0       0
203      3          0               2    0.00000000       1       0       0
204      3          0               1    0.66666669       1       0       0
205     87          0               1    1.00000000       0       0       0
206     87          0               1    0.83333331       0       0       0
207     87          0               1    0.75000000       0       0       0
208     87          0               2    0.60000002       0       0       0
209     87          0               1    0.85714287       0       0       0
210     87          0               2    0.60000002       0       0       0
211     87          0               2    0.00000000       0       0       0
212     87          0               2    0.00000000       0       0       0
213     87          0               3    0.00000000       0       0       0
214     87          0               2    0.00000000       0       0       0
215      2          0               5    0.33333334       0       0       0
216      2          0               5    0.00000000       0       0       0
217      2          0               5    0.00000000       0       0       0
218     NA         NA              NA    0.00000000       0       0       0
219      1          1               5    0.52941179       0       0       0
220      6          0               4    0.00000000       0       0       0
221      6          0               4    0.25000000       0       0       0
222      6          0               4    0.00000000       0       0       0
223      6          0               4    0.50000000       0       0       0
224      6          0               4    1.00000000       0       0       0
225      6          0               4    0.14285715       0       0       0
226      6          0               4    1.00000000       0       0       0
227      1          0               4    1.00000000       0       0       0
228      1          0               4    0.21428572       0       0       0
229      1          0               4    1.00000000       0       0       0
230      1          0               4    0.00000000       0       0       0
231     16          0               5    0.00000000       0       0       0
232     16          0               4    0.00000000       0       0       0
233     16          0               4    0.00000000       0       0       0
234     16          0               4    0.00000000       0       0       0
235     16          0               4    0.00000000       0       0       0
236     16          0               4    0.16666667       0       0       0
237     NA          0               5    1.00000000       0       0       0
238     NA          0               5    1.00000000       0       0       0
239     13          1               4    0.97435898       0       0       0
240     13          1               4    0.66666669       0       0       0
241     13          1               5    0.66666669       0       0       0
242     13          1               4    0.00000000       0       0       0
243     13          1               4    1.00000000       0       0       0
244      1          0               4    0.33333334       0       0       0
245      1          0               4    0.66666669       0       0       0
246      3          1               5    0.75000000       0       0       0
247      1          0               5    0.50000000       0       0       0
248     47          1               5    0.00000000       0       0       1
249     47          1               4    1.00000000       0       0       1
250     47          1               5    0.00000000       0       0       1
251     47          1               4    0.50000000       0       0       1
252     47          1               4    1.00000000       0       0       1
253     47          1               4    0.66666669       0       0       1
254     47          1               4    1.00000000       0       0       1
255     47          1               4    0.75000000       0       0       1
256     47          1               5    0.00000000       0       0       1
257     NA          0               4    0.00000000       0       0       0
258     27          0               4    1.00000000       1       0       0
259     27          0               4    0.90909094       1       0       0
260     27          0               4    0.00000000       1       0       0
261     27          0               4    0.50000000       1       0       0
262     14          0               3    0.00000000       0       0       0
263     14          0               5    0.42857143       0       0       0
264     14          0               5    0.76190478       0       0       0
265     32          0               5    0.56521738       0       0       0
266     32          0               4    0.53333336       0       0       0
267     32          0               4    0.44444445       0       0       0
268     32          0               4    0.60000002       0       0       0
269     32          0               4    0.42307693       0       0       0
270     32          0               4    1.00000000       0       0       0
271     32          0               3    0.33333334       0       0       0
272     32          0               3    0.16666667       0       0       0
273     32          0               4    0.37037036       0       0       0
274     32          0               4    0.45454547       0       0       0
275     32          0               4    0.50000000       0       0       0
276     10          0               4    1.00000000       0       0       0
277     10          0               4    1.00000000       0       0       0
278     10          0               5    1.00000000       0       0       0
279     10          0               4    0.00000000       0       0       0
280     10          0               4    1.00000000       0       0       0
281     10          0               4    0.00000000       0       0       0
282     10          0               4    0.75000000       0       0       0
283     10          0               4    1.00000000       0       0       0
284     10          0               4    1.00000000       0       0       0
285     10          0               4    1.00000000       0       0       0
286      5          0               4    1.00000000       0       0       0
287      5          0               4    0.00000000       0       0       0
288      6          0               4    0.00000000       0       0       0
289      6          0               4    0.22222222       0       0       0
290      6          0               4    0.38888890       0       0       0
291      6          0               4    0.38461539       0       0       0
292      6          0               4    1.00000000       0       0       0
293      6          0               4    1.00000000       0       0       0
294      6          0               4    0.62500000       0       0       0
295      6          0               4    0.50000000       0       0       0
296      6          0               4    0.40000001       0       0       0
297     30          1               5    0.31034482       0       0       0
298     30          1               5    0.41904762       0       0       0
299     30          1               4    0.34375000       0       0       0
300     30          1               4    0.25806451       0       0       0
301     30          1               4    0.17142858       0       0       0
302     30          1               5    0.22222222       0       0       0
303     30          1               4    0.34782609       0       0       0
304     30          1               3    0.66666669       0       0       0
305     30          1               3    0.00000000       0       0       0
306     30          1               4    0.36842105       0       0       0
307     30          1               5    0.34146342       0       0       0
308     30          1               5    0.40816328       0       0       0
309     30          1               5    0.55000001       0       0       0
310     14          1               4    1.00000000       0       0       0
311     14          1               4    0.86666667       0       0       0
312     14          1               4    0.80000001       0       0       0
313     14          1               4    0.83333331       0       0       0
314     14          1               4    0.77777779       0       0       0
315     14          1               4    0.88888890       0       0       0
316     14          1               4    0.88888890       0       0       0
317     14          1               4    0.89999998       0       0       0
318     14          1               4    1.00000000       0       0       0
319     14          1               5    0.90909094       0       0       0
320      3          1               5    0.66666669       0       0       1
321      3          1               5    1.00000000       0       0       1
322     37          1               5    0.00000000       1       0       0
323     37          1               4    0.40000001       1       0       0
324     37          1               4    1.00000000       1       0       0
325     37          1               4    1.00000000       1       0       0
326     37          1               4    0.50000000       1       0       0
327     37          1               4    0.66666669       1       0       0
328     37          1               4    0.50000000       1       0       0
329     37          1               4    0.00000000       1       0       0
330     37          1               4    0.00000000       1       0       0
331     NA          1               3    0.00000000       1       0       0
332     NA          1               4    0.00000000       1       0       0
333     NA          1               4    0.25000000       1       0       0
334     NA          1               5    0.41379312       1       0       0
335     NA          1               4    0.20000000       1       0       0
336     NA          1               5    0.36956522       1       0       0
337     NA          1               5    0.53846157       1       0       0
338     NA          1               5    0.53333336       1       0       0
339     13          1               5    1.00000000       0       1       0
340     13          1               5    1.00000000       0       1       0
341     10          1               5    1.00000000       0       0       1
342     28          1               4    0.00000000       0       0       0
343     28          1               3    0.50000000       0       0       0
344     28          1               3    1.00000000       0       0       0
345     28          1               3    0.50000000       0       0       0
346     28          1               4    0.60000002       0       0       0
347     28          1               4    0.62686568       0       0       0
348     28          1               4    0.61538464       0       0       0
349     28          1               3    0.66666669       0       0       1
350     28          1               4    0.49180329       0       0       1
351     28          1               4    0.25000000       0       0       1
352     28          1               4    0.50000000       0       0       1
353     28          1               4    0.50000000       0       0       1
354     34          1               4    1.00000000       0       0       0
355     34          1               3    0.66666669       0       0       0
356     34          1               3    1.00000000       0       0       0
357     34          1               4    1.00000000       0       0       0
358     34          1               4    1.00000000       0       0       0
359     34          1               4    0.00000000       0       0       0
360     34          1               4    0.00000000       0       0       0
361      4          1               4    0.00000000       1       0       0
362      4          1               3    0.00000000       1       0       0
363     13          1               4    0.00000000       0       0       0
364     13          1               3    0.53333336       0       0       0
365     13          1               4    1.00000000       0       0       0
366     13          1               3    0.00000000       0       0       0
367     13          1               3    1.00000000       0       0       0
368     NA          0               4    1.00000000       0       0       1
369      5          0               5    0.74157304       0       0       1
370      5          0               4    0.81250000       0       0       1
371      5          0               4    1.00000000       0       0       0
372      5          0               5    0.00000000       0       0       0
373      5          0               4    0.00000000       0       0       0
374      5          0               4    1.00000000       0       0       0
375      5          0               4    1.00000000       0       0       0
376      1          0               5    0.00000000       0       0       0
377      1          0               5    1.00000000       0       0       0
378      1          0               5    0.00000000       0       0       0
379      1          0               5    0.50000000       0       0       0
380      1          0               5    1.00000000       0       0       0
381      1          0               4    0.53846157       0       0       1
382     18          0               5    0.66666669       0       0       0
383     18          0               5    1.00000000       0       0       0
384     18          0               4    1.00000000       0       0       0
385     18          0               4    1.00000000       0       0       0
386     18          0               4    0.00000000       0       0       0
387     18          0               4    0.50000000       0       0       0
388     18          0               4    0.83333331       0       0       0
389     18          0               4    0.75000000       0       0       0
390     18          0               4    0.83333331       0       0       0
391     18          0               4    0.00000000       0       0       0
392      1          0               4    0.23529412       0       0       0
393     42          1               5    0.36363637       1       0       0
394     42          1               5    0.41509435       1       0       0
395     42          1               5    0.40000001       1       0       0
396     42          1               5    0.00000000       1       0       0
397     42          1               5    0.65217394       1       0       0
398     42          1               5    0.50000000       1       0       0
399     42          1               5    0.73076922       1       0       0
400     42          1               5    0.45454547       1       0       0
401     42          1               5    0.69999999       1       0       0
402     42          1               5    1.00000000       1       0       0
403     42          1               5    0.66666669       1       0       0
404     42          1               5    0.50000000       1       0       0
405     17          0               4    0.33333334       0       0       0
406     17          0               4    0.40000001       0       0       0
407     17          0               4    0.60000002       0       0       0
408     17          0               4    0.25000000       0       0       0
409     17          0               4    1.00000000       0       0       0
410     17          0               4    0.50000000       0       0       1
411     17          0               4    0.00000000       0       0       0
412     17          0               4    1.00000000       0       0       0
413     18          0               4    0.00000000       0       0       0
414     18          0               4    1.00000000       0       0       0
415     18          0               4    0.00000000       0       0       0
416     15          0               5    0.00000000       0       0       1
417     15          0               5    1.00000000       0       0       0
418     40          1               5    1.00000000       0       1       0
419     40          1               4    0.66666669       0       1       0
420     40          1               5    0.64705884       0       1       0
421     40          1               5    0.62068963       0       1       0
422     40          1               5    0.89999998       0       1       0
423     40          1               5    0.78571427       0       1       0
424     40          1               4    1.00000000       0       1       0
425     37          1               4    1.00000000       1       0       0
426     37          1               3    0.00000000       1       0       0
427     37          1               3    0.00000000       1       0       0
428     37          1               4    0.25000000       1       0       0
429     37          1               4    0.50000000       1       0       0
430     37          1               4    0.37500000       1       0       0
431     37          1               3    0.33333334       1       0       0
432     37          1               4    0.37500000       1       0       0
433     37          1               4    0.10000000       1       0       0
434     37          1               4    0.00000000       1       0       0
435     37          1               4    0.35714287       1       0       0
436     37          1               4    0.18181819       1       0       0
437     11          0               4    0.50000000       0       0       0
438      6          0               5    1.00000000       0       0       0
439      6          0               4    1.00000000       0       0       0
440      6          0               4    1.00000000       0       0       0
441      6          0               4    1.00000000       0       0       0
442     29          0               4    0.50000000       0       0       0
443     29          0               4    0.33333334       0       0       0
444     29          0               5    0.84210527       0       0       0
445     29          0               5    0.81818181       0       0       0
446     29          0               5    0.66666669       0       0       0
447     29          0               5    0.69999999       0       0       0
448     29          0               4    0.64285713       0       0       0
449     29          0               4    0.90909094       0       0       0
450     29          0               4    0.89285713       0       0       0
451     NA         NA              NA    1.00000000       0       0       1
452     NA         NA              NA    0.83333331       0       0       1
453     NA         NA              NA    0.80000001       0       0       1
454     15          0               5    1.00000000       0       0       0
455     15          0               5    1.00000000       0       0       0
456     15          0               5    0.75000000       0       0       0
457     15          0               5    0.40000001       0       0       0
458     15          0               4    0.40000001       0       0       0
459     15          0               5    0.75000000       0       0       0
460     15          0               4    1.00000000       0       0       0
461     38          0               3    1.00000000       0       0       1
462     38          0               3    0.00000000       0       0       1
463     38          0               3    1.00000000       0       0       1
464     38          0               3    0.00000000       0       0       1
465     38          0               4    0.00000000       0       0       1
466     38          0               4    0.00000000       0       0       1
467     17          0               4    0.00000000       0       0       1
468     26          1               5    0.20000000       1       0       0
469     26          1               4    0.33333334       1       0       0
470     26          1               4    0.00000000       1       0       0
471     26          1               4    0.33333334       1       0       0
472     26          1               4    0.12500000       1       0       0
473     26          1               4    0.07142857       1       0       0
474     26          1               4    0.66666669       1       0       0
475     26          1               4    0.30000001       1       0       0
476     26          1               4    0.00000000       1       0       0
477     39          0               4    1.00000000       0       0       1
478     39          0               4    0.66666669       0       0       1
479     39          0               5    0.72727275       0       0       1
480     39          0               5    0.77777779       0       0       1
481     39          0               5    0.33333334       0       0       1
482     39          0               5    0.50000000       0       0       1
483     39          0               4    0.75000000       0       0       1
484     39          0               4    1.00000000       0       0       1
485      6          0               4    1.00000000       0       0       0
486      6          0               5    1.00000000       0       0       0
487      6          0               5    0.00000000       0       0       0
488      6          0               5    0.00000000       0       0       0
489      6          0               5    1.00000000       0       0       0
490      6          0               4    0.50000000       0       0       0
491      6          0               4    1.00000000       0       0       0
492      6          0               4    1.00000000       0       0       0
493     10          0               4    0.50000000       1       0       0
494      1          0               2    1.00000000       1       0       0
495      1          0               2    0.00000000       1       0       0
496      3          1               4    0.00000000       1       0       0
497      3          1               4    0.00000000       1       0       0
498      8          0               2    0.66666669       0       0       0
499      8          0               2    0.28571430       0       0       0
500      8          0               2    0.40000001       0       0       0
501      8          0               2    0.00000000       0       0       0
502      8          0               2    0.00000000       0       0       0
503      8          0               2    1.00000000       0       0       0
504      8          0               2    0.00000000       0       0       0
505     37          0               2    0.00000000       1       0       0
506     37          0               2    0.00000000       1       0       0
507     42          1               5    0.28947368       1       0       0
508     42          1               5    0.37288135       1       0       0
509     42          1               5    0.61240309       1       0       0
510     42          1               5    0.14285715       1       0       0
511     42          1               5    0.52272725       1       0       0
512     42          1               5    0.51612902       1       0       0
513     42          1               5    0.43478259       1       0       0
514     42          1               5    0.34653464       1       0       0
515     42          1               5    0.29824561       1       0       0
516     42          1               5    0.64999998       1       0       0
517     42          1               5    0.33333334       1       0       0
518     42          1               5    0.41935483       0       1       0
519     42          1               4    0.33333334       1       0       0
520     21          0               4    1.00000000       0       0       1
521      6          0               2    0.00000000       1       0       0
522     32          0               2    1.00000000       1       0       0
523     32          0               2    0.00000000       1       0       0
524     32          0               2    0.66666669       1       0       0
525     32          0               2    0.50000000       1       0       0
526     32          0               2    0.80000001       1       0       0
527      5          0               1    0.00000000       1       0       0
528      5          0               1    0.00000000       1       0       0
529     10          0               2    1.00000000       1       0       0
530     10          0               2    0.00000000       1       0       0
531     10          0               2    0.00000000       1       0       0
532     10          0               2    0.00000000       1       0       0
533     10          0               2    0.00000000       1       0       0
534     10          0               3    0.00000000       1       0       0
535     10          0               3    0.00000000       1       0       0
536     15          1               4    0.80000001       0       1       0
537     15          1               5    0.80000001       0       1       0
538     15          1               5    1.00000000       0       1       0
539     15          1               5    0.50000000       0       1       0
540      4          0               4    1.00000000       0       0       0
541      4          0               4    0.33333334       0       0       0
542      4          0               4    0.00000000       0       0       0
543      4          0               4    1.00000000       0       0       0
544     10          0               5    0.66666669       0       0       0
545     10          0               5    0.36363637       0       0       0
546     10          0               5    0.50000000       0       0       0
547     10          0               4    0.33333334       0       0       0
548     10          0               5    0.50000000       0       0       0
549     10          0               4    0.36363637       0       0       0
550     10          0               4    0.38095239       0       0       0
551     10          0               4    0.57499999       0       0       0
552     10          0               4    0.00000000       0       0       0
553      4          0               2    1.00000000       0       0       0
554      4          0               4    0.00000000       0       0       0
555      4          0               4    0.50000000       0       0       0
556     39          1               4    0.42307693       1       0       0
557     39          1               4    0.73684210       1       0       0
558     39          1               4    0.75000000       1       0       0
559     39          1               3    0.66666669       1       0       0
560     39          1               4    0.50000000       1       0       0
561     39          1               3    1.00000000       1       0       0
562     39          1               2    0.00000000       1       0       0
563     39          1               3    0.00000000       1       0       0
564     39          1               3    0.00000000       1       0       0
565     39          1               3    0.00000000       1       0       0
566     39          1               3    0.00000000       1       0       0
567     39          1               3    0.00000000       1       0       0
568     39          1               2    0.33333334       1       0       0
569     14          0               3    0.00000000       1       0       0
570     23          1               5    0.00000000       0       0       0
571     23          1               5    1.00000000       0       0       0
572     23          1               5    1.00000000       0       0       0
573     23          1               5    1.00000000       0       0       1
574     23          1               5    0.50000000       0       0       1
575     23          1               5    0.00000000       0       0       1
576     23          1               5    0.00000000       0       0       1
577     23          1               5    1.00000000       0       0       1
578     13          0               5    0.00000000       0       0       0
579      8          0               4    0.00000000       0       0       0
580     12          1               5    0.00000000       0       0       1
581     12          1               5    0.50000000       0       0       1
582     12          1               5    0.55555558       0       0       1
583     12          1               4    0.49090910       0       0       1
584     12          1               5    0.39534885       0       0       0
585     12          1               5    0.43396226       0       0       0
586     12          1               5    0.29577464       0       0       0
587     12          1               5    0.32317072       0       0       0
588     17          0               4    0.68518519       0       0       0
589     NA         NA              NA    1.00000000       0       0       0
590     NA         NA              NA    0.00000000       0       0       0
591     NA         NA              NA    1.00000000       0       0       0
592     23          0               4    0.00000000       1       0       0
593     23          0               4    0.00000000       1       0       0
594     23          0               4    1.00000000       1       0       0
595      8          0               3    0.00000000       1       0       0
596      8          0               3    1.00000000       1       0       0
597     34          0               4    0.66666669       1       0       0
598     34          0               4    0.00000000       1       0       0
599     34          0               4    0.50000000       1       0       0
600     34          0               4    0.00000000       1       0       0
601     34          0               3    0.00000000       1       0       0
602     NA         NA              NA    1.00000000       0       0       0
603     NA         NA              NA    1.00000000       0       0       0
604      7          0               5    0.00000000       1       0       0
605      1          0               4    1.00000000       0       1       0
606      1          0               4    1.00000000       0       1       0
607      1          0               4    0.66666669       0       1       0
608     27          0               5    0.00000000       0       0       1
609     27          0               4    0.00000000       0       0       1
610     27          0               4    0.00000000       0       0       1
611     27          0               4    0.33333334       0       0       0
612     27          0               4    0.80000001       0       0       0
613     27          0               4    0.00000000       0       0       0
614     27          0               4    0.50000000       0       0       0
615     27          0               4    0.37500000       0       0       0
616     27          0               4    0.69230771       0       0       0
617     27          0               4    0.39130434       0       0       0
618     27          0               4    0.40000001       0       0       0
619     27          0               4    0.68571430       0       0       0
620     42          1               4    0.00000000       0       0       1
621     49          1               5    0.75000000       0       0       1
622     49          1               5    1.00000000       0       0       0
623     49          1               4    0.50000000       0       0       1
624     49          1               4    0.00000000       0       0       1
625     49          1               4    0.33333334       0       0       1
626     29          0               4    0.32499999       0       0       0
627     29          0               4    0.36363637       0       0       0
628     29          0               4    0.38461539       0       0       0
629     29          0               3    0.50000000       0       0       0
    ibex_hm ibex_hh  id cw_year cw_group cw_country ext_supp ib ter_militia
1         1       0   2       0        0          1        0  1           0
2         0       1   5       1        1          1        1  1           0
3         0       1   5       1        1          1        1  1           0
4         0       1   5       1        1          1        1  1           0
5         0       1   5       1        1          1        1  1           0
6         0       1   5       0        1          1        1  1           0
7         0       1   5       1        1          1        1  1           0
8         0       1   5       1        1          1        1  1           0
9         0       1   5       1        1          1        1  1           0
10        0       1   5       1        1          1        1  1           0
11        0       1   5       1        1          1        1  1           0
12        0       1   5       1        1          1        1  1           0
13        0       1   5       1        1          1        1  1           0
14        0       1   5       1        1          1        1  1           0
15        1       0   6       0        0          1        0  1           0
16        0       1   7       0        0          0        1  1           0
17        0       1   7       0        0          0        1  1           0
18        0       0   8       0        1          1        0  1           0
19        0       0   8       0        1          1        0  1           0
20        0       0   8       1        1          1        0  1           0
21        0       0   8       1        1          1        0  1           0
22        0       0   8       1        1          1        0  1           0
23        0       0   8       0        1          1        0  1           0
24        0       0   8       0        1          1        0  1           0
25        0       0   8       0        1          1        0  1           0
26        1       0   9       1        1          1        0  1           0
27        1       0   9       1        1          1        0  1           0
28        1       0   9       1        1          1        0  1           0
29        0       1  11       1        1          1        1  1           0
30        1       0  11       1        1          1        0  1           0
31        1       0  13       1        1          1        0  1           0
32        1       0  13       1        1          1        0  1           0
33        1       0  13       1        1          1        0  1           0
34        1       0  13       1        1          1        0  1           0
35        1       0  13       1        1          1        0  1           0
36        1       0  13       1        1          1        0  1           0
37        1       0  16       1        1          1        0  1           0
38        1       0  16       1        1          1        0  1           0
39        1       0  16       1        1          1        0  1           0
40        1       0  16       1        1          1        0  1           4
41        1       0  18       1        1          1        0  1           2
42        0       1  15       1        1          1        1  1           0
43        0       1  22       1        1          1        1  1           0
44        0       1  22       1        1          1        1  1           0
45        0       1  22       0        1          1        1  1           0
46        0       1  23       1        1          1        1  1           0
47        0       1  23       1        1          1        1  1           0
48        0       1  23       1        1          1        1  1           0
49        1       0  23       1        1          1        0  1           0
50        1       0  23       1        1          1        0  1           0
51        0       0  29       0        0          0        0  0           0
52        1       0  31       0        1          0        0  1           0
53        1       0  31       1        1          1        0  1           0
54        1       0  31       1        1          1        0  1           0
55        1       0  31       1        1          1        0  1           0
56        1       0  31       1        1          1        0  1           0
57        1       0  33       1        1          1        0  1           0
58        1       0  33       1        1          1        0  1           0
59        0       0  35       0        0          0        0  0           0
60        0       0  35       0        0          0        0  0           0
61        0       0  42       1        1          1        0  0           0
62        0       0  42       1        1          1        0  0           0
63        0       0  43       1        1          1        0  1           0
64        0       0  43       1        1          1        0  1           0
65        0       0  43       1        1          1        0  1           0
66        0       0  43       1        1          1        0  1           0
67        0       0  43       1        1          1        0  1           1
68        0       0  43       1        1          1        0  1           0
69        0       0  43       1        1          1        0  1           0
70        0       0  43       1        1          1        0  1           0
71        0       0  43       1        1          1        0  1           0
72        0       0  43       1        1          1        0  1           0
73        0       0  43       1        1          1        0  1           0
74        0       1  44       1        1          1        1  1           0
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473       0       0 187       1        1          1        0  0           1
474       0       0 187       1        1          1        0  0           0
475       0       0 187       1        1          1        0  0           0
476       0       0 187       1        1          1        0  0           1
477       0       0 188       0        1          1        0  1           0
478       0       0 188       0        1          1        0  1           0
479       0       0 188       1        1          1        0  1           0
480       0       0 188       0        1          1        0  1           0
481       0       0 188       0        1          1        0  1           0
482       0       0 188       0        1          1        0  1           0
483       0       0 188       0        1          1        0  1           0
484       0       0 188       0        1          1        0  1           0
485       1       0 191       0        1          1        0  1           0
486       1       0 191       0        1          1        0  1           0
487       1       0 191       0        1          1        0  1           0
488       1       0 191       0        1          1        0  1           0
489       1       0 191       0        1          1        0  1           0
490       1       0 191       0        1          1        0  1           0
491       1       0 191       1        1          1        0  1           0
492       1       0 191       0        1          1        0  1           0
493       0       0 193       1        1          1        0  0           0
494       0       0 194       0        0          0        0  0           0
495       0       0 194       0        0          0        0  0           0
496       0       0 195       1        1          1        0  0           0
497       0       0 195       1        1          1        0  0           0
498       1       0 196       1        1          1        0  1           0
499       1       0 196       0        1          0        0  1           0
500       1       0 196       0        1          0        0  1           0
501       1       0 196       0        1          0        0  1           0
502       1       0 196       0        1          0        0  1           0
503       1       0 196       0        1          0        0  1           0
504       1       0 196       0        1          0        0  1           0
505       0       0 197       0        0          0        0  0           0
506       0       0 197       0        0          0        0  0           0
507       0       0 200       1        1          1        0  0           0
508       0       0 200       1        1          1        0  0           0
509       0       0 200       1        1          1        0  0           2
510       0       0 200       1        1          1        0  0           0
511       0       0 200       1        1          1        0  0           0
512       0       0 200       1        1          1        0  0           0
513       0       0 200       1        1          1        0  0           0
514       0       0 200       1        1          1        0  0           0
515       0       0 200       1        1          1        0  0           0
516       0       0 200       1        1          1        0  0           0
517       0       0 200       1        1          1        0  0           0
518       0       0 200       1        1          1        1  0           0
519       0       0 200       1        1          1        0  0           0
520       0       0 201       1        1          1        0  1           0
521       0       0 202       0        0          0        0  0           0
522       0       0 203       0        0          0        0  0           0
523       0       0 203       0        0          0        0  0           0
524       0       0 203       0        0          0        0  0           0
525       0       0 203       0        0          0        0  0           0
526       0       0 203       0        0          0        0  0           0
527       0       0 204       0        0          0        0  0           0
528       0       0 204       0        0          0        0  0           0
529       0       0 206       0        0          0        0  0           0
530       0       0 206       0        0          0        0  0           0
531       0       0 206       0        0          0        0  0           0
532       0       0 206       0        0          0        0  0           0
533       0       0 206       0        0          0        0  0           0
534       0       0 206       0        0          0        0  0           0
535       0       0 206       0        0          0        0  0           0
536       0       0 207       1        1          1        1  0           0
537       0       0 207       1        1          1        1  0           0
538       0       0 207       1        1          1        1  0           0
539       0       0 207       1        1          1        1  0           0
540       0       0 209       0        1          1        1  1           0
541       0       0 209       0        1          1        1  1           0
542       0       0 209       0        1          1        1  1           0
543       1       0 209       1        1          1        0  1           0
544       1       0 213       1        1          1        0  1           0
545       1       0 213       1        1          1        0  1           0
546       1       0 213       1        1          1        0  1           0
547       1       0 213       1        1          1        0  1           1
548       1       0 213       1        1          1        0  1           0
549       1       0 213       1        1          1        0  1           1
550       1       0 213       1        1          1        0  1           0
551       1       0 213       1        1          1        0  1           5
552       1       0 213       1        1          1        0  1           0
553       1       0 214       0        0          0        0  1           0
554       1       0 215       0        0          1        0  1           0
555       1       0 215       0        0          1        0  1           0
556       0       0 216       1        1          1        0  0           0
557       0       0 216       1        1          1        0  0           0
558       0       0 216       1        1          1        0  0           0
559       0       0 216       1        1          1        0  0           0
560       0       0 216       1        1          1        0  0           0
561       0       0 216       0        1          0        0  0           0
562       0       0 216       0        1          0        0  0           0
563       0       0 216       0        1          0        0  0           0
564       0       0 216       0        1          0        0  0           0
565       0       0 216       0        1          0        0  0           0
566       0       0 216       0        1          0        0  0           0
567       0       0 216       0        1          0        0  0           0
568       0       0 216       1        1          1        0  0           0
569       0       0 217       0        0          0        0  0           0
570       1       0 221       1        1          1        0  1           0
571       1       0 221       1        1          1        0  1           0
572       1       0 221       1        1          1        0  1           0
573       0       0 221       1        1          1        0  1           0
574       0       0 221       1        1          1        0  1           0
575       0       0 221       0        1          1        0  1           0
576       0       0 221       0        1          1        0  1           0
577       0       0 221       0        1          1        0  1           0
578       1       0 223       1        1          1        0  1           0
579       1       0 224       1        1          1        0  1           0
580       0       0 226       1        1          1        0  1           0
581       0       0 226       0        1          1        0  1           0
582       0       0 226       0        1          1        0  1           0
583       0       0 226       1        1          1        0  1           0
584       1       0 226       1        1          1        0  1           0
585       1       0 226       1        1          1        0  1           1
586       1       0 226       1        1          1        0  1           0
587       1       0 226       1        1          1        0  1           1
588       1       0 229       0        0          1        0  1           0
589       1       0 232       1        1          1        0  1           0
590       1       0 233       1        1          1        0  1           0
591       1       0 233       1        1          1        0  1           0
592       0       0 234       0        0          1        0  0           0
593       0       0 234       0        0          1        0  0           0
594       0       0 234       0        0          1        0  0           0
595       0       0 235       0        0          0        0  0           0
596       0       0 235       0        0          0        0  0           0
597       0       0 236       0        0          1        0  0           0
598       0       0 236       0        0          1        0  0           0
599       0       0 236       0        0          1        0  0           0
600       0       0 236       0        0          1        0  0           0
601       0       0 236       0        0          1        0  0           0
602       1       0 237       1        1          1        0  1           0
603       0       1 237       1        1          1        1  1           0
604       0       0 240       0        0          1        0  0           0
605       0       0 241       1        1          1        1  0           0
606       0       0 241       1        1          1        1  0           0
607       0       0 242       1        1          1        1  0           0
608       0       0 243       1        1          1        0  1           0
609       0       0 243       1        1          1        0  1           0
610       0       0 243       1        1          1        0  1           0
611       1       0 243       1        1          1        0  1           0
612       1       0 243       1        1          1        0  1           0
613       1       0 243       1        1          1        0  1           0
614       1       0 243       1        1          1        0  1           0
615       1       0 243       1        1          1        0  1           0
616       1       0 243       1        1          1        0  1           0
617       1       0 243       1        1          1        0  1           0
618       1       0 243       1        1          1        0  1           0
619       1       0 243       1        1          1        0  1           0
620       0       0 244       1        1          1        0  1           0
621       0       0 250       1        1          1        0  1           0
622       0       0 250       1        1          1        0  1           0
623       0       0 250       1        1          1        0  1           0
624       0       0 250       1        1          1        0  1           0
625       0       0 250       1        1          1        0  1           2
626       1       0 251       1        1          1        0  1           0
627       1       0 251       1        1          1        0  1           0
628       1       0 251       1        1          1        0  1           0
629       1       0 251       1        1          1        0  1           0
    softratio_military softratio_tourist softratio_ngo softratio_comms
1           0.50000000        0.50000000    0.50000000      1.00000000
2           1.00000000        1.00000000    1.00000000      1.00000000
3           0.80000001        1.00000000    1.00000000      1.00000000
4           1.00000000        1.00000000    1.00000000      1.00000000
5           0.71428573        0.71428573    0.71428573      0.71428573
6           0.89999998        0.88888890    0.88888890      0.88888890
7           0.60000002        0.56250000    0.50000000      0.56250000
8           0.84615386        0.85714287    0.85714287      0.85714287
9           0.93333334        0.93333334    0.86666667      0.93333334
10          0.60000002        0.50000000    0.50000000      0.50000000
11          0.50000000        0.60000002    0.60000002      0.60000002
12          0.66666669        0.66666669    0.66666669      0.66666669
13          0.57142860        0.66666669    0.66666669      0.66666669
14          0.20000000        0.16666667    0.16666667      0.16666667
15          0.00000000        0.00000000    0.00000000      0.00000000
16          1.00000000        1.00000000    1.00000000      1.00000000
17          0.00000000        0.00000000    0.00000000      0.00000000
18          0.00000000        0.50000000    0.50000000      0.50000000
19          0.84615386        0.81250000    0.81250000      0.81250000
20          0.82499999        0.85000002    0.85000002      0.85000002
21          0.71428573        0.73333335    0.73333335      0.73333335
22          0.72727275        0.57142860    0.57142860      0.57142860
23          0.50000000        0.53333336    0.53333336      0.53333336
24          0.83333331        0.71428573    0.71428573      0.71428573
25          0.83333331        0.89473683    0.89473683      0.89473683
26          0.00000000        0.00000000    0.00000000      0.00000000
27          0.00000000        0.00000000    0.00000000      0.00000000
28          1.00000000        0.50000000    0.50000000      0.50000000
29          1.00000000        1.00000000    1.00000000      1.00000000
30          1.00000000        1.00000000    1.00000000      1.00000000
31          0.00000000        0.00000000    0.00000000      0.00000000
32          0.00000000        0.00000000    0.00000000      0.00000000
33          0.00000000        0.00000000    0.00000000      0.00000000
34          0.00000000        0.00000000    0.00000000      0.00000000
35          0.00000000        0.00000000    0.00000000      0.00000000
36          0.00000000        0.00000000    0.00000000      0.00000000
37          0.16666667        0.00000000    0.00000000      0.00000000
38          0.17857143        0.20408164    0.20408164      0.20408164
39          0.60000002        0.60000002    0.60000002      0.60000002
40          0.33333334        0.38235295    0.38235295      0.38235295
41          0.18181819        0.35294119    0.35294119      0.35294119
42          0.75000000        0.75000000    0.75000000      0.75000000
43          1.00000000        1.00000000    1.00000000      1.00000000
44          0.50000000        0.50000000    0.50000000      0.50000000
45          1.00000000        1.00000000    1.00000000      1.00000000
46          0.88888890        1.00000000    1.00000000      1.00000000
47          0.88888890        0.88888890    0.88888890      0.88888890
48          1.00000000        1.00000000    1.00000000      1.00000000
49          0.88888890        0.88888890    0.88888890      0.88888890
50          1.00000000        1.00000000    1.00000000      1.00000000
51          0.50000000        0.50000000    0.50000000      0.50000000
52          0.00000000        0.25000000    0.25000000      0.25000000
53          1.00000000        1.00000000    1.00000000      1.00000000
54          0.00000000        0.00000000    0.00000000      0.00000000
55          0.00000000        0.00000000    0.00000000      0.00000000
56          0.22222222        0.22222222    0.22222222      0.33333334
57          0.33333334        0.50000000    0.50000000      0.50000000
58          0.40000001        0.40000001    0.40000001      0.40000001
59          0.00000000        0.00000000    0.00000000      0.00000000
60          0.00000000        0.00000000    0.00000000      0.00000000
61          1.00000000        1.00000000    1.00000000      1.00000000
62          1.00000000        1.00000000    1.00000000      1.00000000
63          1.00000000        1.00000000    1.00000000      1.00000000
64          0.00000000        0.00000000    0.00000000      0.00000000
65          0.61111110        0.75000000    0.75000000      0.75000000
66          0.23170732        0.27419356    0.27419356      0.27419356
67          0.22784810        0.23999999    0.22666667      0.23999999
68          0.11111111        0.12195122    0.12195122      0.12195122
69          0.20512821        0.22222222    0.22222222      0.22222222
70          0.18181819        0.18181819    0.18181819      0.18181819
71          0.16666667        0.00000000    0.00000000      0.00000000
72          0.75000000        1.00000000    1.00000000      1.00000000
73          0.33333334        0.33333334    0.33333334      0.33333334
74          0.63793105        0.69090909    0.69090909      0.69090909
75          0.83333331        0.83333331    0.83333331      0.83333331
76          0.89999998        0.89999998    0.89999998      0.89999998
77          0.90909094        0.90909094    0.90909094      0.90909094
78          0.41666666        0.55555558    0.55555558      0.55555558
79          0.62500000        0.71428573    0.71428573      0.71428573
80          0.76470590        0.86666667    0.86666667      0.86666667
81          0.76923078        0.77777779    0.77777779      0.77777779
82          0.75000000        0.89999998    0.89999998      0.89999998
83          1.00000000        1.00000000    1.00000000      1.00000000
84          1.00000000        1.00000000    1.00000000      1.00000000
85          1.00000000        1.00000000    1.00000000      1.00000000
86          0.00000000        0.00000000    0.00000000      0.00000000
87          1.00000000        1.00000000    1.00000000      1.00000000
88          0.41666666        0.50000000    0.50000000      0.50000000
89          0.30769232        0.30769232    0.30769232      0.30769232
90          0.33333334        0.33333334    0.33333334      0.33333334
91          1.00000000        1.00000000    1.00000000      1.00000000
92          1.00000000        1.00000000    1.00000000      1.00000000
93          0.55555558        0.71428573    0.71428573      0.75000000
94          0.52380955        0.54761904    0.54761904      0.54761904
95          0.25641027        0.28571430    0.28571430      0.28571430
96          0.11111111        0.11111111    0.11111111      0.11111111
97          0.00000000        0.00000000    0.00000000      0.00000000
98          0.40909091        0.40909091    0.40909091      0.43181819
99          0.50000000        0.51515150    0.51515150      0.51515150
100         0.65384614        0.64285713    0.64285713      0.67857140
101         0.72727275        0.72727275    0.72727275      0.72727275
102         0.50000000        0.50000000    0.50000000      0.50000000
103         0.78947371        0.78947371    0.78947371      0.78947371
104         0.41176471        0.41176471    0.41176471      0.41176471
105         0.20000000        0.33333334    0.33333334      0.33333334
106         1.00000000        1.00000000    1.00000000      1.00000000
107         0.14285715        0.25000000    0.25000000      0.25000000
108         0.75000000        1.00000000    1.00000000      1.00000000
109         0.00000000        0.00000000    0.00000000      0.00000000
110         0.00000000        0.00000000    0.00000000      0.00000000
111         0.50000000        0.50000000    0.50000000      0.50000000
112         1.00000000        1.00000000    1.00000000      1.00000000
113         0.20000000        0.25000000    0.25000000      0.25000000
114         0.70588237        0.70588237    0.70588237      0.70588237
115         0.50000000        0.66666669    0.66666669      0.66666669
116         0.00000000        0.00000000    0.00000000      0.00000000
117         0.00000000        0.00000000    0.00000000      0.00000000
118         0.00000000        0.00000000    0.00000000      0.00000000
119         0.00000000        0.00000000    0.00000000      0.00000000
120         0.00000000        0.00000000    0.00000000      0.00000000
121         1.00000000        1.00000000    1.00000000      1.00000000
122         0.62500000        0.62500000    0.62500000      0.62500000
123         0.72727275        0.71428573    0.71428573      0.71428573
124         0.13043478        0.13636364    0.13636364      0.13636364
125         0.77777779        0.77777779    0.77777779      0.77777779
126         0.00000000        0.00000000    0.00000000      0.00000000
127         0.80000001        0.83333331    0.83333331      0.83333331
128         0.00000000        0.00000000    0.00000000      0.00000000
129         0.50000000        0.50000000    0.50000000      0.50000000
130         0.53333336        0.57142860    0.57142860      0.57142860
131         0.44444445        0.44444445    0.44444445      0.44444445
132         0.66666669        0.66666669    0.66666669      0.66666669
133         0.00000000        0.00000000    0.00000000      0.00000000
134         0.00000000        0.00000000    0.00000000      0.00000000
135         0.00000000        0.00000000    0.00000000      0.00000000
136         0.00000000        0.00000000    0.00000000      0.00000000
137         0.00000000        0.00000000    0.00000000      0.00000000
138         0.00000000        0.00000000    0.00000000      0.00000000
139         0.00000000        0.00000000    0.00000000      0.00000000
140         0.00000000        0.00000000    0.00000000      0.00000000
141         0.00000000        0.00000000    0.00000000      0.00000000
142         1.00000000        1.00000000    1.00000000      1.00000000
143         0.00000000        0.00000000    0.00000000      0.00000000
144         0.04347826        0.04545455    0.04545455      0.04545455
145         0.60344827        0.60344827    0.58620691      0.60344827
146         0.62500000        0.57142860    0.57142860      0.57142860
147         0.60000002        0.60000002    0.60000002      0.60000002
148         0.50000000        0.50000000    0.50000000      0.50000000
149         0.00000000        0.00000000    0.00000000      0.00000000
150         1.00000000        1.00000000    1.00000000      1.00000000
151         1.00000000        1.00000000    1.00000000      1.00000000
152         0.75000000        0.75000000    0.75000000      0.75000000
153         0.50000000        0.50000000    0.50000000      0.50000000
154         1.00000000        1.00000000    0.66666669      1.00000000
155         1.00000000        0.75000000    0.75000000      0.75000000
156         0.07407407        0.07407407    0.07407407      0.07407407
157         0.50000000        1.00000000    1.00000000      1.00000000
158         0.85714287        0.85714287    0.85714287      0.85714287
159         1.00000000        1.00000000    1.00000000      1.00000000
160         0.80000001        0.80000001    0.80000001      0.80000001
161         0.66666669        0.50000000    0.50000000      0.50000000
162         0.00000000        0.00000000    0.00000000      0.00000000
163         0.68965518        0.71875000    0.71875000      0.71875000
164         0.69999999        0.65625000    0.65625000      0.65625000
165         0.74285716        0.80000001    0.80000001      0.80000001
166         0.61538464        0.64285713    0.64285713      0.64285713
167         0.93750000        0.88235295    0.88235295      0.88235295
168         0.50000000        0.83333331    0.83333331      0.83333331
169         0.19444445        0.21052632    0.21052632      0.21052632
170         0.83333331        0.83333331    0.83333331      0.83333331
171         1.00000000        1.00000000    1.00000000      1.00000000
172         0.00000000        0.00000000    0.00000000      0.00000000
173         1.00000000        1.00000000    1.00000000      1.00000000
174         0.00000000        0.00000000    0.00000000      0.00000000
175         1.00000000        1.00000000    0.00000000      1.00000000
176         1.00000000        1.00000000    1.00000000      1.00000000
177         0.12500000        0.40000001    0.40000001      0.40000001
178         0.00000000                NA            NA              NA
179         0.11111111        0.33333334    0.33333334      0.33333334
180         0.05555556        0.05555556    0.05555556      0.05555556
181         0.09090909        0.09523810    0.09523810      0.09523810
182         0.00000000        0.00000000    0.00000000      0.00000000
183         1.00000000        1.00000000    1.00000000      1.00000000
184         0.00000000        0.00000000    0.00000000      0.00000000
185         0.00000000        0.00000000    0.00000000      0.00000000
186         1.00000000        1.00000000    1.00000000      1.00000000
187         1.00000000        1.00000000    1.00000000      1.00000000
188         1.00000000        1.00000000    1.00000000      1.00000000
189         1.00000000        1.00000000    1.00000000      1.00000000
190         0.85714287        0.83333331    0.83333331      0.83333331
191         0.00000000        0.00000000    0.00000000      0.00000000
192         1.00000000        1.00000000    1.00000000      1.00000000
193         0.00000000        0.00000000    0.00000000      0.00000000
194         0.36363637        0.50000000    0.50000000      0.50000000
195         0.18181819        0.18181819    0.18181819      0.18181819
196         0.00000000        0.00000000    0.00000000      0.00000000
197         0.12500000        0.12500000    0.12500000      0.12500000
198         0.00000000        0.00000000    0.00000000      0.00000000
199         0.20000000        0.25000000    0.25000000      0.25000000
200         0.20000000        0.33333334    0.33333334      0.33333334
201         0.00000000        0.00000000    0.00000000      0.00000000
202         0.00000000        0.00000000    0.00000000      0.00000000
203         0.00000000        0.00000000    0.00000000      0.00000000
204         0.66666669        0.66666669    0.66666669      0.66666669
205         0.75000000        1.00000000    1.00000000      1.00000000
206         0.45454547        0.83333331    0.83333331      0.83333331
207         0.21428572        0.75000000    0.75000000      0.75000000
208         0.60000002        0.60000002    0.60000002      0.60000002
209         0.85714287        0.85714287    0.71428573      0.85714287
210         0.60000002        0.60000002    0.60000002      0.60000002
211         0.00000000        0.00000000    0.00000000      0.00000000
212         0.00000000        0.00000000    0.00000000      0.00000000
213         0.00000000        0.00000000    0.00000000      0.00000000
214         0.00000000        0.00000000    0.00000000      0.00000000
215         0.50000000        0.33333334    0.33333334      0.33333334
216         0.00000000        0.00000000    0.00000000      0.00000000
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567         0.00000000        0.00000000    0.00000000      0.00000000
568         0.33333334        0.33333334    0.33333334      0.33333334
569         0.00000000        0.00000000    0.00000000      0.00000000
570         0.00000000        0.00000000    0.00000000      0.00000000
571         1.00000000        1.00000000    0.50000000      1.00000000
572         1.00000000        1.00000000    0.50000000      1.00000000
573         1.00000000        1.00000000    1.00000000      1.00000000
574         0.50000000        0.50000000    0.50000000      0.50000000
575         0.00000000        0.00000000    0.00000000      0.00000000
576         0.00000000        0.00000000    0.00000000      0.00000000
577         1.00000000        1.00000000    1.00000000      1.00000000
578         0.00000000        0.00000000    0.00000000      0.00000000
579         0.00000000        0.00000000    0.00000000      0.00000000
580         0.00000000        0.00000000    0.00000000      0.00000000
581         0.50000000        0.50000000    0.50000000      0.50000000
582         0.57142860        0.55555558    0.55555558      0.66666669
583         0.48888889        0.48148149    0.40740740      0.48148149
584         0.31250000        0.39534885    0.32558140      0.39534885
585         0.40000001        0.43396226    0.41509435      0.43396226
586         0.28000000        0.29577464    0.26760563      0.29577464
587         0.28415301        0.32317072    0.31097561      0.32317072
588         0.64814812        0.68518519    0.68518519      0.68518519
589         1.00000000        1.00000000    1.00000000      1.00000000
590         0.00000000        0.00000000    0.00000000      0.00000000
591         1.00000000        1.00000000    1.00000000      1.00000000
592         0.00000000        0.00000000    0.00000000      0.00000000
593         0.00000000        0.00000000    0.00000000      0.00000000
594         1.00000000        1.00000000    1.00000000      1.00000000
595         0.00000000        0.00000000    0.00000000      0.00000000
596         1.00000000        1.00000000    1.00000000      1.00000000
597         0.66666669        0.66666669    0.66666669      0.66666669
598         0.00000000        0.00000000    0.00000000      0.00000000
599         0.50000000        0.50000000    0.50000000      0.50000000
600         0.00000000        0.00000000    0.00000000      0.00000000
601         0.00000000        0.00000000    0.00000000      0.00000000
602         1.00000000        1.00000000    1.00000000      1.00000000
603         1.00000000        1.00000000    1.00000000      1.00000000
604         0.00000000        0.00000000    0.00000000      0.00000000
605         1.00000000        1.00000000    1.00000000      1.00000000
606         1.00000000        1.00000000    1.00000000      1.00000000
607         0.66666669        0.66666669    0.66666669      0.66666669
608         0.00000000        0.00000000    0.00000000      0.00000000
609         0.00000000        0.00000000    0.00000000      0.00000000
610         0.00000000        0.00000000    0.00000000      0.00000000
611         0.33333334        0.33333334    0.33333334      0.33333334
612         0.75000000        0.80000001    0.80000001      0.80000001
613         0.00000000        0.00000000    0.00000000      0.00000000
614         0.00000000        0.50000000    0.50000000      0.50000000
615         0.37500000        0.37500000    0.37500000      0.37500000
616         0.58333331        0.69230771    0.69230771      0.69230771
617         0.37500000        0.39130434    0.39130434      0.43478259
618         0.37037036        0.40000001    0.40000001      0.40000001
619         0.66666669        0.68571430    0.68571430      0.68571430
620         0.00000000        0.00000000    0.00000000      0.00000000
621         0.75000000        0.75000000    0.75000000      0.75000000
622         1.00000000        1.00000000    1.00000000      1.00000000
623         1.00000000        0.50000000    0.50000000      0.50000000
624         0.00000000        0.00000000    0.00000000      0.00000000
625         0.40000001        0.33333334    0.33333334      0.33333334
626         0.32499999        0.32499999    0.32499999      0.32499999
627         0.36363637        0.34375000    0.34375000      0.34375000
628         0.33333334        0.38461539    0.38461539      0.38461539
629         0.50000000        0.50000000    0.50000000      0.50000000
    softratio_utilities secessionist softratio_new_lag _est_m1 _est_m2 _est_m3
1            0.50000000            0        0.00000000       1       1       1
2            1.00000000            1        0.00000000       1       1       1
3            1.00000000            1        1.00000000       1       1       1
4            1.00000000            1        1.00000000       1       1       1
5            0.71428573            1        1.00000000       1       1       1
6            0.88888890            1        0.71428573       1       1       1
7            0.56250000            1        0.89999998       1       1       1
8            0.85714287            1        0.56250000       1       1       1
9            0.93333334            1        0.85714287       1       1       1
10           0.50000000            1        0.93333334       1       1       1
11           0.60000002            1        0.50000000       1       1       1
12           0.66666669            1        0.60000002       1       1       1
13           0.66666669            1        0.66666669       1       1       1
14           0.16666667            1        0.66666669       1       1       1
15           0.00000000            0        0.00000000       1       1       1
16           1.00000000            0        0.00000000       1       1       1
17           0.00000000            0        0.00000000       1       1       1
18           0.50000000            1        0.00000000       1       1       1
19           0.81250000            1        0.50000000       1       1       1
20           0.85000002            1        0.81250000       1       1       1
21           0.73333335            1        0.85000002       1       1       1
22           0.57142860            1        0.73333335       1       1       1
23           0.53333336            1        0.57142860       1       1       1
24           0.71428573            1        0.53333336       1       1       1
25           0.89473683            1        0.71428573       1       1       1
26           0.00000000            1        0.00000000       1       1       1
27           0.00000000            1        0.00000000       1       1       1
28           0.50000000            1        0.00000000       1       1       1
29           1.00000000            0        0.00000000       1       1       1
30           1.00000000            0        0.00000000       1       1       1
31           0.00000000            1        0.00000000       1       1       1
32           0.00000000            1        0.00000000       1       1       1
33           0.00000000            1        0.00000000       1       1       1
34           0.00000000            1        0.00000000       1       1       1
35           0.00000000            1        0.00000000       1       1       1
36           0.00000000            1        0.00000000       1       1       1
37           0.00000000            0        0.00000000       1       1       1
38           0.20408164            0        0.16666667       1       1       1
39           0.60000002            0        0.20408164       1       1       1
40           0.38235295            0        0.60000002       1       1       1
41           0.41176471            0        0.00000000       1       1       1
42           0.75000000            0        0.00000000       1       1       1
43           1.00000000            1        0.00000000       1       1       1
44           0.50000000            1        0.00000000       1       1       1
45           1.00000000            1        0.00000000       1       1       1
46           1.00000000            0        0.00000000       1       1       1
47           1.00000000            0        1.00000000       1       1       1
48           1.00000000            0        0.88888890       1       1       1
49           0.88888890            0        1.00000000       1       1       1
50           1.00000000            0        0.88888890       1       1       1
51           0.50000000            0        0.00000000       1       1       1
52           0.25000000            0        0.00000000       1       1       1
53           1.00000000            0        0.25000000       1       1       1
54           0.00000000            0        1.00000000       1       1       1
55           0.00000000            0        0.00000000       1       1       1
56           0.22222222            0        0.00000000       1       1       1
57           0.50000000            0        0.00000000       1       1       1
58           0.40000001            0        0.50000000       1       1       1
59           0.00000000            0        0.00000000       1       1       1
60           0.00000000            0        0.00000000       1       1       1
61           1.00000000            0        0.00000000       1       1       1
62           1.00000000            0        1.00000000       1       1       1
63           1.00000000            1        0.00000000       1       1       1
64           0.00000000            1        1.00000000       1       1       1
65           0.75000000            1        0.00000000       1       1       1
66           0.27419356            1        0.75000000       1       1       1
67           0.23999999            1        0.27419356       1       1       1
68           0.12195122            1        0.23999999       1       1       1
69           0.22222222            1        0.12195122       1       1       1
70           0.18181819            1        0.22222222       1       1       1
71           0.00000000            1        0.18181819       1       1       1
72           1.00000000            1        0.00000000       1       1       1
73           0.33333334            1        1.00000000       1       1       1
74           0.72727275            0        0.00000000       1       1       1
75           0.83333331            0        0.69090909       1       1       1
76           0.89999998            0        0.83333331       1       1       1
77           0.90909094            0        0.89999998       1       1       1
78           0.55555558            0        0.90909094       1       1       1
79           0.71428573            0        0.55555558       1       1       1
80           0.86666667            0        0.71428573       1       1       1
81           0.77777779            0        0.86666667       1       1       1
82           0.89999998            0        0.77777779       1       1       1
83           1.00000000            0        0.89999998       1       1       1
84           1.00000000            0        1.00000000       1       1       1
85           1.00000000            0        1.00000000       1       1       1
86           0.00000000            1        0.00000000       1       1       1
87           1.00000000            1        0.00000000       1       1       1
88           0.60000002            1        0.00000000       1       1       1
89           0.61538464            1        0.50000000       1       1       1
90           1.00000000            1        0.30769232       1       1       1
91           1.00000000            1        0.00000000       0       0       0
92           1.00000000            1        0.00000000       0       0       0
93           0.71428573            1        0.00000000       1       1       1
94           0.54761904            1        0.71428573       1       1       1
95           0.65714288            1        0.54761904       1       1       1
96           0.11111111            1        0.28571430       1       1       1
97           0.00000000            1        0.11111111       1       1       1
98           0.40909091            1        0.00000000       1       1       1
99           0.51515150            1        0.40909091       1       1       1
100          0.64285713            1        0.51515150       1       1       1
101          0.72727275            1        0.64285713       1       1       1
102          0.64285713            1        0.72727275       1       1       1
103          0.78947371            1        0.50000000       1       1       1
104          0.41176471            1        0.78947371       1       1       1
105          0.33333334            1        0.41176471       1       1       1
106          1.00000000            1        0.00000000       0       0       0
107          0.25000000            1        0.00000000       1       1       1
108          1.00000000            1        0.25000000       1       1       1
109          0.00000000            1        0.00000000       1       1       1
110          0.00000000            1        0.00000000       1       1       1
111          0.50000000            1        0.00000000       1       1       1
112          1.00000000            1        0.00000000       0       0       0
113          0.25000000            0        0.00000000       1       1       1
114          0.70588237            0        0.25000000       1       1       1
115          0.66666669            0        0.70588237       1       1       1
116          0.00000000            0        0.00000000       1       1       1
117          0.00000000            0        0.00000000       1       1       1
118          0.00000000            0        0.00000000       1       1       1
119          0.00000000            0        0.00000000       1       1       1
120          0.00000000            0        0.00000000       1       1       1
121          1.00000000            0        0.00000000       1       1       1
122          0.62500000            1        0.00000000       1       1       1
123          0.71428573            1        0.00000000       1       1       1
124          0.13636364            1        0.80000001       1       1       1
125          0.77777779            1        0.13636364       1       1       1
126          0.00000000            1        0.77777779       1       1       1
127          0.83333331            1        0.00000000       1       1       1
128          0.00000000            1        0.83333331       1       1       1
129          0.50000000            1        0.00000000       1       1       1
130          0.57142860            1        0.00000000       1       1       1
131          0.44444445            1        0.00000000       1       1       1
132          0.66666669            1        0.44444445       1       1       1
133          0.00000000            1        0.66666669       1       1       1
134          0.00000000            0        0.00000000       1       1       1
135          0.00000000            0        0.00000000       1       1       1
136          0.00000000            0        0.00000000       1       1       1
137          0.00000000            0        0.00000000       1       1       1
138          0.00000000            0        0.00000000       1       1       1
139          0.00000000            0        0.00000000       1       1       1
140          0.00000000            0        0.00000000       1       1       1
141          0.00000000            0        0.00000000       1       1       1
142          1.00000000            1        0.00000000       1       1       1
143          0.00000000            1        0.00000000       1       1       1
144          0.04545455            1        0.00000000       1       1       1
145          0.62068963            1        0.04545455       1       1       1
146          0.71428573            1        0.60344827       1       1       1
147          0.60000002            1        0.57142860       1       1       1
148          0.50000000            1        0.60000002       1       1       1
149          0.00000000            1        0.50000000       1       1       1
150          1.00000000            0        0.00000000       1       1       1
151          1.00000000            0        0.00000000       1       1       1
152          0.75000000            0        0.00000000       1       1       1
153          0.50000000            0        0.75000000       1       1       1
154          1.00000000            0        0.50000000       1       1       1
155          0.75000000            0        0.00000000       1       1       1
156          0.37037036            0        0.00000000       1       1       1
157          1.00000000            0        0.00000000       1       1       1
158          0.85714287            0        1.00000000       1       1       1
159          1.00000000            0        0.85714287       1       1       1
160          0.80000001            0        1.00000000       1       1       1
161          0.50000000            0        0.80000001       1       1       1
162          0.00000000            0        0.50000000       1       1       1
163          0.71875000            0        0.00000000       1       1       1
164          0.65625000            0        0.71875000       1       1       1
165          0.80000001            0        0.65625000       1       1       1
166          0.64285713            0        0.80000001       1       1       1
167          0.88235295            0        0.64285713       1       1       1
168          0.83333331            0        0.88235295       1       1       1
169          0.23684211            0        0.83333331       1       1       1
170          0.83333331            0        0.00000000       1       1       1
171          1.00000000            0        0.83333331       1       1       1
172          0.00000000            0        0.00000000       1       1       1
173          1.00000000            0        0.00000000       1       1       1
174          0.00000000            0        0.00000000       1       1       1
175          1.00000000            0        0.00000000       1       1       1
176          1.00000000            0        0.00000000       1       1       1
177          0.40000001            0        0.00000000       1       1       1
178                  NA            0        0.40000001       0       0       1
179          0.33333334            0        0.00000000       1       1       1
180          0.05555556            0        0.33333334       1       1       1
181          0.09523810            0        0.05555556       1       1       1
182          0.00000000            0        0.09523810       1       1       1
183          1.00000000            0        0.00000000       1       1       1
184          0.00000000            0        1.00000000       1       1       1
185          0.00000000            0        0.00000000       1       1       1
186          1.00000000            0        0.00000000       1       1       1
187          1.00000000            0        1.00000000       1       1       1
188          1.00000000            0        0.00000000       1       1       1
189          1.00000000            0        1.00000000       1       1       1
190          0.83333331            0        0.00000000       1       1       1
191          0.00000000            0        0.00000000       1       1       1
192          1.00000000            0        0.00000000       1       1       1
193          0.00000000            0        1.00000000       1       1       1
194          0.50000000            0        0.00000000       1       1       1
195          0.18181819            0        0.50000000       1       1       1
196          0.00000000            0        0.18181819       1       1       1
197          0.12500000            0        0.00000000       1       1       1
198          0.00000000            0        0.12500000       1       1       1
199          0.25000000            0        0.00000000       1       1       1
200          0.33333334            0        0.25000000       1       1       1
201          0.00000000            0        0.33333334       1       1       1
202          0.00000000            0        0.00000000       1       1       1
203          0.00000000            0        0.00000000       1       1       1
204          0.66666669            0        0.00000000       1       1       1
205          1.00000000            1        0.00000000       1       1       1
206          0.83333331            1        1.00000000       1       1       1
207          0.75000000            1        0.83333331       1       1       1
208          0.60000002            1        0.75000000       1       1       1
209          0.85714287            1        0.60000002       1       1       1
210          0.60000002            1        0.85714287       1       1       1
211          0.00000000            1        0.00000000       1       1       1
212          0.00000000            1        0.00000000       1       1       1
213          0.00000000            1        0.00000000       1       1       1
214          0.00000000            1        0.00000000       1       1       1
215          0.33333334            0        0.00000000       1       1       1
216          0.00000000            0        0.33333334       1       1       1
217          0.00000000            0        0.00000000       1       1       1
218          0.00000000            0        0.00000000       0       0       0
219          0.52941179            0        0.00000000       1       1       1
220          0.00000000            1        0.00000000       1       1       1
221          0.25000000            1        0.00000000       1       1       1
222          0.00000000            1        0.25000000       1       1       1
223          0.50000000            1        0.00000000       1       1       1
224          1.00000000            1        0.00000000       1       1       1
225          0.14285715            1        1.00000000       1       1       1
226          1.00000000            1        0.14285715       1       1       1
227          1.00000000            0        0.00000000       1       1       1
228          0.21428572            0        0.00000000       1       1       1
229          1.00000000            0        0.21428572       1       1       1
230          0.00000000            0        1.00000000       1       1       1
231          0.00000000            0        0.00000000       1       1       1
232          0.00000000            0        0.00000000       1       1       1
233          0.00000000            0        0.00000000       1       1       1
234          0.00000000            0        0.00000000       1       1       1
235          0.00000000            0        0.00000000       1       1       1
236          0.16666667            0        0.00000000       1       1       1
237          1.00000000            1        0.00000000       0       0       0
238          1.00000000            1        1.00000000       0       0       0
239          0.97435898            0        0.00000000       1       1       1
240          0.66666669            0        0.00000000       1       1       1
241          0.66666669            0        0.66666669       1       1       1
242          0.00000000            0        0.66666669       1       1       1
243          1.00000000            0        0.00000000       1       1       1
244          0.33333334            0        0.00000000       1       1       1
245          0.66666669            0        0.33333334       1       1       1
246          0.75000000            0        0.00000000       1       1       1
247          0.50000000            0        0.00000000       1       1       1
248          1.00000000            1        0.00000000       1       1       1
249          1.00000000            1        0.00000000       1       1       1
250          0.00000000            1        1.00000000       1       1       1
251          1.00000000            1        0.00000000       1       1       1
252          1.00000000            1        0.00000000       1       1       1
253          0.66666669            1        1.00000000       1       1       1
254          1.00000000            1        0.66666669       1       1       1
255          1.00000000            1        0.00000000       1       1       1
256          0.00000000            1        0.00000000       1       1       1
257          0.00000000            1        0.00000000       0       0       0
258          1.00000000            0        0.00000000       1       1       1
259          0.90909094            0        1.00000000       1       1       1
260          0.00000000            0        0.90909094       1       1       1
261          0.50000000            0        0.00000000       1       1       1
262          0.00000000            1        0.00000000       1       1       1
263          0.42857143            1        0.00000000       1       1       1
264          0.76190478            1        0.42857143       1       1       1
265          0.54545456            1        0.00000000       1       1       1
266          0.53333336            1        0.56521738       1       1       1
267          0.44444445            1        0.53333336       1       1       1
268          0.60000002            1        0.44444445       1       1       1
269          0.46153846            1        0.60000002       1       1       1
270          1.00000000            1        0.42307693       1       1       1
271          0.33333334            1        0.00000000       1       1       1
272          0.16666667            1        0.33333334       1       1       1
273          0.37037036            1        0.16666667       1       1       1
274          0.63636363            1        0.37037036       1       1       1
275          0.50000000            1        0.45454547       1       1       1
276          1.00000000            0        0.00000000       1       1       1
277          1.00000000            0        0.00000000       1       1       1
278          1.00000000            0        1.00000000       1       1       1
279          0.00000000            0        1.00000000       1       1       1
280          1.00000000            0        0.00000000       1       1       1
281          0.00000000            0        1.00000000       1       1       1
282          0.75000000            0        0.00000000       1       1       1
283          1.00000000            0        0.75000000       1       1       1
284          1.00000000            0        1.00000000       1       1       1
285          1.00000000            0        1.00000000       1       1       1
286          1.00000000            0        0.00000000       1       1       1
287          0.00000000            0        1.00000000       1       1       1
288          0.00000000            0        0.00000000       1       1       1
289          0.33333334            0        0.00000000       1       1       1
290          0.38888890            0        0.22222222       1       1       1
291          0.38461539            0        0.38888890       1       1       1
292          1.00000000            0        0.38461539       1       1       1
293          1.00000000            0        1.00000000       1       1       1
294          0.62500000            0        1.00000000       1       1       1
295          0.50000000            0        0.62500000       1       1       1
296          0.40000001            0        0.50000000       1       1       1
297          0.37931034            1        0.00000000       1       1       1
298          0.45714286            1        0.31034482       1       1       1
299          0.43750000            1        0.41904762       1       1       1
300          0.25806451            1        0.34375000       1       1       1
301          0.28571430            1        0.25806451       1       1       1
302          0.22222222            1        0.17142858       1       1       1
303          0.34782609            1        0.22222222       1       1       1
304          0.66666669            1        0.34782609       1       1       1
305          0.00000000            1        0.66666669       1       1       1
306          0.36842105            1        0.00000000       1       1       1
307          0.34146342            1        0.36842105       1       1       1
308          0.40816328            1        0.34146342       1       1       1
309          0.57499999            1        0.40816328       1       1       1
310          1.00000000            0        0.00000000       1       1       1
311          0.86666667            0        1.00000000       1       1       1
312          0.80000001            0        0.86666667       1       1       1
313          0.83333331            0        0.80000001       1       1       1
314          0.77777779            0        0.00000000       1       1       1
315          0.88888890            0        0.77777779       1       1       1
316          0.88888890            0        0.88888890       1       1       1
317          0.89999998            0        0.88888890       1       1       1
318          1.00000000            0        0.89999998       1       1       1
319          0.90909094            0        1.00000000       1       1       1
320          0.66666669            0        0.00000000       1       1       1
321          1.00000000            0        0.00000000       1       1       1
322          0.00000000            0        0.00000000       1       1       1
323          0.40000001            0        0.00000000       1       1       1
324          1.00000000            0        0.00000000       1       1       1
325          1.00000000            0        1.00000000       1       1       1
326          0.50000000            0        1.00000000       1       1       1
327          0.66666669            0        0.50000000       1       1       1
328          0.50000000            0        0.66666669       1       1       1
329          0.00000000            0        0.50000000       1       1       1
330          0.00000000            0        0.00000000       1       1       1
331          0.00000000            0        0.00000000       0       0       0
332          0.00000000            0        0.00000000       0       0       0
333          0.31250000            0        0.00000000       0       0       0
334          0.41379312            0        0.25000000       0       0       0
335          0.20000000            0        0.41379312       0       0       0
336          0.36956522            0        0.20000000       0       0       0
337          0.53846157            0        0.36956522       0       0       0
338          0.53333336            0        0.53846157       0       0       0
339          1.00000000            0        0.00000000       1       1       1
340          1.00000000            0        0.00000000       1       1       1
341          1.00000000            0        0.00000000       1       1       1
342          0.00000000            1        0.00000000       1       1       1
343          0.50000000            1        0.00000000       1       1       1
344          1.00000000            1        0.50000000       1       1       1
345          0.50000000            1        1.00000000       1       1       1
346          0.60000002            1        0.50000000       1       1       1
347          0.64179105            1        0.60000002       1       1       1
348          0.61538464            1        0.62686568       1       1       1
349          0.66666669            1        0.61538464       1       1       1
350          0.57377046            1        0.66666669       1       1       1
351          0.25000000            1        0.49180329       1       1       1
352          0.50000000            1        0.00000000       1       1       1
353          0.50000000            1        0.50000000       1       1       1
354          1.00000000            1        0.00000000       1       1       1
355          0.66666669            1        1.00000000       1       1       1
356          1.00000000            1        0.66666669       1       1       1
357          1.00000000            1        0.00000000       1       1       1
358          1.00000000            1        1.00000000       1       1       1
359          0.00000000            1        0.00000000       1       1       1
360          0.00000000            1        0.00000000       1       1       1
361          0.00000000            0        0.00000000       1       1       1
362          0.00000000            0        0.00000000       1       1       1
363          0.00000000            1        0.00000000       1       1       1
364          0.53333336            1        0.00000000       1       1       1
365          1.00000000            1        0.53333336       1       1       1
366          0.00000000            1        0.00000000       1       1       1
367          1.00000000            1        0.00000000       1       1       1
368          1.00000000            1        0.00000000       0       0       0
369          0.74157304            0        0.00000000       1       1       1
370          0.81250000            0        0.74157304       1       1       1
371          1.00000000            0        0.00000000       1       1       1
372          0.00000000            0        1.00000000       1       1       1
373          0.00000000            0        0.00000000       1       1       1
374          1.00000000            0        0.00000000       1       1       1
375          1.00000000            0        1.00000000       1       1       1
376          0.00000000            0        0.00000000       1       1       1
377          1.00000000            0        0.00000000       1       1       1
378          0.00000000            0        0.00000000       1       1       1
379          0.50000000            0        0.00000000       1       1       1
380          1.00000000            0        0.50000000       1       1       1
381          0.61538464            0        1.00000000       1       1       1
382          0.66666669            1        0.00000000       1       1       1
383          1.00000000            1        0.66666669       1       1       1
384          1.00000000            1        1.00000000       1       1       1
385          1.00000000            1        1.00000000       1       1       1
386          0.00000000            1        1.00000000       1       1       1
387          0.50000000            1        0.00000000       1       1       1
388          0.83333331            1        0.50000000       1       1       1
389          0.75000000            1        0.83333331       1       1       1
390          0.83333331            1        0.00000000       1       1       1
391          0.00000000            1        0.00000000       1       1       1
392          0.23529412            1        0.00000000       1       1       1
393          0.36363637            0        0.00000000       1       1       1
394          0.61320752            0        0.36363637       1       1       1
395          0.41176471            0        0.41509435       1       1       1
396          0.02857143            0        0.40000001       1       1       1
397          0.77272725            0        0.00000000       1       1       1
398          0.59375000            0        0.65217394       1       1       1
399          0.80769229            0        0.50000000       1       1       1
400          0.45454547            0        0.73076922       1       1       1
401          0.69999999            0        0.45454547       1       1       1
402          1.00000000            0        0.69999999       1       1       1
403          0.83333331            0        1.00000000       1       1       1
404          0.50000000            0        0.66666669       1       1       1
405          0.33333334            1        0.00000000       1       1       1
406          0.40000001            1        0.33333334       1       1       1
407          0.60000002            1        0.40000001       1       1       1
408          0.25000000            1        0.60000002       1       1       1
409          1.00000000            1        0.25000000       1       1       1
410          0.50000000            1        1.00000000       1       1       1
411          0.00000000            1        0.50000000       1       1       1
412          1.00000000            1        0.00000000       1       1       1
413          0.00000000            1        0.00000000       1       1       1
414          1.00000000            1        0.00000000       1       1       1
415          0.00000000            1        0.00000000       1       1       1
416          0.00000000            1        0.00000000       1       1       1
417          1.00000000            1        0.00000000       1       1       1
418          1.00000000            0        0.00000000       1       1       1
419          0.66666669            0        0.00000000       1       1       1
420          0.64705884            0        0.66666669       1       1       1
421          0.68965518            0        0.64705884       1       1       1
422          0.89999998            0        0.62068963       1       1       1
423          0.82142860            0        0.89999998       1       1       1
424          1.00000000            0        0.78571427       1       1       1
425          1.00000000            0        0.00000000       1       1       1
426          0.00000000            0        1.00000000       1       1       1
427          0.00000000            0        0.00000000       1       1       1
428          0.25000000            0        0.00000000       1       1       1
429          0.50000000            0        0.25000000       1       1       1
430          0.37500000            0        0.50000000       1       1       1
431          0.27272728            0        0.37500000       1       1       1
432          0.37500000            0        0.33333334       1       1       1
433          0.10000000            0        0.37500000       1       1       1
434          0.00000000            0        0.10000000       1       1       1
435          0.35714287            0        0.00000000       1       1       1
436          0.18181819            0        0.35714287       1       1       1
437          0.50000000            1        0.00000000       1       1       1
438          1.00000000            1        0.00000000       1       1       1
439          1.00000000            1        0.00000000       1       1       1
440          1.00000000            1        1.00000000       1       1       1
441          1.00000000            1        1.00000000       1       1       1
442          0.50000000            0        0.00000000       1       1       1
443          0.33333334            0        0.00000000       1       1       1
444          0.84210527            0        0.33333334       1       1       1
445          0.81818181            0        0.84210527       1       1       1
446          0.66666669            0        0.81818181       1       1       1
447          0.69999999            0        0.66666669       1       1       1
448          0.64285713            0        0.69999999       1       1       1
449          0.95454544            0        0.64285713       1       1       1
450          0.89285713            0        0.90909094       1       1       1
451          1.00000000            0        0.00000000       0       0       0
452          0.83333331            0        1.00000000       0       0       0
453          0.80000001            0        0.83333331       0       0       0
454          1.00000000            0        0.00000000       1       1       1
455          1.00000000            0        0.00000000       1       1       1
456          0.75000000            0        1.00000000       1       1       1
457          0.40000001            0        0.75000000       1       1       1
458          0.40000001            0        0.40000001       1       1       1
459          0.75000000            0        0.00000000       1       1       1
460          1.00000000            0        0.75000000       1       1       1
461          1.00000000            1        0.00000000       1       1       1
462          0.00000000            1        1.00000000       1       1       1
463          1.00000000            1        0.00000000       1       1       1
464          0.00000000            1        0.00000000       1       1       1
465          1.00000000            1        0.00000000       1       1       1
466          0.00000000            1        0.00000000       1       1       1
467          0.00000000            0        0.00000000       0       0       0
468          0.20000000            0        0.00000000       1       1       1
469          0.33333334            0        0.20000000       1       1       1
470          0.00000000            0        0.33333334       1       1       1
471          0.33333334            0        0.00000000       1       1       1
472          0.12500000            0        0.33333334       1       1       1
473          0.07142857            0        0.12500000       1       1       1
474          0.66666669            0        0.07142857       1       1       1
475          0.30000001            0        0.66666669       1       1       1
476          0.00000000            0        0.30000001       1       1       1
477          1.00000000            0        0.00000000       1       1       1
478          0.66666669            0        1.00000000       1       1       1
479          0.72727275            0        0.00000000       1       1       1
480          0.77777779            0        0.72727275       1       1       1
481          0.33333334            0        0.77777779       1       1       1
482          0.50000000            0        0.33333334       1       1       1
483          0.75000000            0        0.50000000       1       1       1
484          1.00000000            0        0.00000000       1       1       1
485          1.00000000            0        0.00000000       1       1       1
486          1.00000000            0        1.00000000       1       1       1
487          0.00000000            0        1.00000000       1       1       1
488          0.00000000            0        0.00000000       1       1       1
489          1.00000000            0        0.00000000       1       1       1
490          0.50000000            0        1.00000000       1       1       1
491          1.00000000            0        0.50000000       1       1       1
492          1.00000000            0        1.00000000       1       1       1
493          0.50000000            0        0.00000000       1       1       1
494          1.00000000            0        0.00000000       1       1       1
495          0.00000000            0        1.00000000       1       1       1
496          0.00000000            0        0.00000000       1       1       1
497          0.00000000            0        0.00000000       1       1       1
498          0.66666669            1        0.00000000       1       1       1
499          0.28571430            1        0.00000000       1       1       1
500          0.40000001            1        0.28571430       1       1       1
501          0.00000000            1        0.40000001       1       1       1
502          0.00000000            1        0.00000000       1       1       1
503          1.00000000            1        0.00000000       1       1       1
504          0.00000000            1        0.00000000       1       1       1
505          0.00000000            0        0.00000000       1       1       1
506          0.00000000            0        0.00000000       1       1       1
507          0.28947368            0        0.00000000       1       1       1
508          0.37288135            0        0.28947368       1       1       1
509          0.62790698            0        0.37288135       1       1       1
510          0.10000000            0        0.61240309       1       1       1
511          0.54545456            0        0.14285715       1       1       1
512          0.53225809            0        0.52272725       1       1       1
513          0.50000000            0        0.51612902       1       1       1
514          0.43564355            0        0.43478259       1       1       1
515          0.43859649            0        0.34653464       1       1       1
516          0.69999999            0        0.29824561       1       1       1
517          0.36666667            0        0.64999998       1       1       1
518          0.48387095            0        0.33333334       1       1       1
519          0.50000000            0        0.41935483       1       1       1
520          1.00000000            1        0.00000000       1       1       1
521          0.00000000            0        0.00000000       1       1       1
522          1.00000000            0        0.00000000       1       1       1
523          0.00000000            0        1.00000000       1       1       1
524          0.66666669            0        0.00000000       1       1       1
525          0.50000000            0        0.66666669       1       1       1
526          0.80000001            0        0.50000000       1       1       1
527          0.00000000            0        0.00000000       1       1       1
528          0.00000000            0        0.00000000       1       1       1
529          1.00000000            0        0.00000000       1       1       1
530          0.00000000            0        1.00000000       1       1       1
531          0.00000000            0        0.00000000       1       1       1
532          0.00000000            0        0.00000000       1       1       1
533          0.00000000            0        0.00000000       1       1       1
534          0.00000000            0        0.00000000       1       1       1
535          0.00000000            0        0.00000000       1       1       1
536          0.80000001            0        0.00000000       1       1       1
537          0.80000001            0        0.00000000       1       1       1
538          1.00000000            0        0.80000001       1       1       1
539          0.50000000            0        1.00000000       1       1       1
540          1.00000000            1        0.00000000       1       1       1
541          0.33333334            1        0.00000000       1       1       1
542          0.00000000            1        0.33333334       1       1       1
543          1.00000000            1        0.00000000       1       1       1
544          0.66666669            0        0.00000000       1       1       1
545          0.36363637            0        0.66666669       1       1       1
546          0.50000000            0        0.36363637       1       1       1
547          0.55555558            0        0.50000000       1       1       1
548          0.47826087            0        0.33333334       1       1       1
549          0.45454547            0        0.50000000       1       1       1
550          0.42857143            0        0.36363637       1       1       1
551          0.60000002            0        0.38095239       1       1       1
552          0.00000000            0        0.57499999       1       1       1
553          1.00000000            1        0.00000000       1       1       1
554          0.00000000            1        0.00000000       1       1       1
555          0.50000000            1        0.00000000       1       1       1
556          0.42307693            0        0.00000000       1       1       1
557          0.73684210            0        0.42307693       1       1       1
558          0.75000000            0        0.73684210       1       1       1
559          0.66666669            0        0.75000000       1       1       1
560          0.50000000            0        0.66666669       1       1       1
561          1.00000000            0        0.50000000       1       1       1
562          0.50000000            0        1.00000000       1       1       1
563          0.00000000            0        0.00000000       1       1       1
564          0.00000000            0        0.00000000       1       1       1
565          0.00000000            0        0.00000000       1       1       1
566          0.00000000            0        0.00000000       1       1       1
567          0.00000000            0        0.00000000       1       1       1
568          0.33333334            0        0.00000000       1       1       1
569          0.00000000            0        0.00000000       1       1       1
570          0.00000000            0        0.00000000       1       1       1
571          1.00000000            0        0.00000000       1       1       1
572          1.00000000            0        0.00000000       1       1       1
573          1.00000000            0        1.00000000       1       1       1
574          0.75000000            0        1.00000000       1       1       1
575          0.00000000            0        0.00000000       1       1       1
576          0.00000000            0        0.00000000       1       1       1
577          1.00000000            0        0.00000000       1       1       1
578          0.00000000            0        0.00000000       1       1       1
579          0.00000000            0        0.00000000       1       1       1
580          0.00000000            0        0.00000000       1       1       1
581          0.50000000            0        0.00000000       1       1       1
582          0.55555558            0        0.50000000       1       1       1
583          0.50000000            0        0.55555558       1       1       1
584          0.39534885            0        0.49090910       1       1       1
585          0.44339624            0        0.39534885       1       1       1
586          0.29577464            0        0.43396226       1       1       1
587          0.32317072            0        0.29577464       1       1       1
588          0.70370370            0        0.00000000       1       1       1
589          1.00000000            1        0.00000000       0       0       0
590          0.00000000            1        0.00000000       0       0       0
591          1.00000000            1        0.00000000       0       0       0
592          0.00000000            0        0.00000000       1       1       1
593          0.00000000            0        0.00000000       1       1       1
594          1.00000000            0        0.00000000       1       1       1
595          0.00000000            0        0.00000000       1       1       1
596          1.00000000            0        0.00000000       1       1       1
597          0.66666669            0        0.00000000       1       1       1
598          0.00000000            0        0.66666669       1       1       1
599          0.50000000            0        0.00000000       1       1       1
600          0.00000000            0        0.50000000       1       1       1
601          0.00000000            0        0.00000000       1       1       1
602          1.00000000            0        0.00000000       0       0       0
603          1.00000000            0        1.00000000       0       0       0
604          1.00000000            0        0.00000000       1       1       1
605          1.00000000            0        0.00000000       0       0       0
606          1.00000000            0        1.00000000       0       0       0
607          0.66666669            0        0.00000000       1       1       1
608          0.00000000            1        0.00000000       1       1       1
609          0.00000000            1        0.00000000       1       1       1
610          0.00000000            1        0.00000000       1       1       1
611          0.33333334            1        0.00000000       1       1       1
612          0.80000001            1        0.33333334       1       1       1
613          0.00000000            1        0.80000001       1       1       1
614          0.50000000            1        0.00000000       1       1       1
615          0.37500000            1        0.50000000       1       1       1
616          0.76923078            1        0.37500000       1       1       1
617          0.60869563            1        0.69230771       1       1       1
618          0.60000002            1        0.39130434       1       1       1
619          0.71428573            1        0.40000001       1       1       1
620          0.00000000            1        0.00000000       1       1       1
621          0.75000000            0        0.00000000       1       1       1
622          1.00000000            0        0.75000000       1       1       1
623          0.50000000            0        0.00000000       1       1       1
624          0.00000000            0        0.50000000       1       1       1
625          0.33333334            0        0.00000000       1       1       1
626          0.32499999            0        0.00000000       1       1       1
627          0.34375000            0        0.32499999       1       1       1
628          0.38461539            0        0.36363637       1       1       1
629          0.50000000            0        0.38461539       1       1       1
spss_dat <- rio::import("data/files/journalism.sav")
rio::export(spss_dat, "data/files/journalism2.sav")
spss_dat
   COUNTRY       C9      C10      C11 AUTONOMY     C12A     C12B     C12C
1        1 3.738983 3.738983 4.214286 3.738983 4.310580 4.573379 3.941781
2        2 3.939058 4.019337 3.182336 3.979282 3.422096 4.475000 4.078212
3        3 3.940100 4.046512 3.530680 3.994186 4.071429 4.621667 3.470882
4        4 3.909988 4.203956 3.425373 4.055828 4.408867 4.634449 4.437346
5        5 3.774194 3.861272 2.768997 3.815186 3.311475 4.131498 4.136778
6        6 3.756803 3.923599 3.714530 3.841525 4.337884 4.594915 3.847079
7        7 3.712644 3.318182 3.393258 3.511364 3.930233 4.157303 4.044944
8        8 3.664865 3.756757 4.204301 3.709677 3.863095 4.801075 4.548387
9        9 3.509383 3.589333 3.142466 3.550667 4.125000 4.566489 3.848404
10      10 4.155894 4.281369 3.958175 4.218631 4.460076 4.847909 4.399240
11      12 4.014286 4.138329 3.240356 4.078571 4.119883 4.820513 4.103746
12      13 3.739669 3.771134 3.341772 3.754639 3.521834 4.514706 4.398305
13      14 2.980061 3.203077 2.743472 3.090491 3.698587 4.102804 3.842188
14      15 4.225455 4.141818 3.569369 4.184783 3.189591 4.663620 4.558011
15      16 4.097727 4.200000 3.626692 4.147523 4.388385 4.746835 4.478261
16      17 4.215686 4.269608 4.161765 4.242647 4.206186 4.843137 4.676471
17      18 3.902439 3.993080 3.279310 3.951890 4.532872 4.913495 3.843206
18      19 3.764359 3.931111       NA 3.846465 3.795522 4.512268 3.985130
19      20 3.863388 3.855586 3.591160 3.859673 3.185294 4.479452 4.349862
20      21 3.322500 3.427500 3.138191 3.375000 4.648241 4.356784 4.173367
21      22 3.625000 3.641129 3.619433 3.634538 3.326271 4.604000 3.812500
22      23 4.154982 4.395604 4.065934 4.271898 4.445255 4.700730 4.058394
23      24 3.412607 3.465318 3.416910 3.436963 3.513043 3.839080 4.250000
24      26 3.832418 3.934066 3.852459 3.883562 4.513661 4.546448 4.295082
25      27 3.709251 3.780702 3.440909 3.741228 4.188341 4.726872 4.090909
26      28 3.931669 4.197889 3.388527 4.061761 4.271077 4.590850 4.305990
27      29 3.923077 3.995098 3.605459 3.959658 3.916456 4.745721 4.173267
28      30 3.073753 3.206074 2.331897 3.139009 3.567391 3.991398 3.803419
29      31 3.664908 3.692513 3.311170 3.675462 4.379221 4.496124 4.096104
30      32 4.167568 4.231183 2.913043 4.197861 4.085227 4.755435 4.469945
31      33 3.896750 3.933078 3.884393 3.918251 4.035928 4.434363 4.306163
32      34 3.461774 3.518911 3.564615 3.492436 3.699045 4.507576 3.928244
33      35 3.700658 3.854785 3.369637 3.777961 4.049669 4.631229 3.713333
34      36 4.182353 4.454277 3.000000 4.317647 3.355422 4.643068 4.156627
35      37 3.494949 3.712121 2.930946 3.603535 4.467172 4.604061 4.134518
36      38 3.552561 3.634278       NA 3.593414 3.372813 3.814516 4.218035
37      39 3.707101 3.696165 3.816568 3.694118 3.574194 4.461310 4.077844
38      40 3.906404 4.000000 4.193069 3.953883 4.671717 4.831683 4.502488
39      41 4.191176 4.402941 4.079646 4.297059 4.627976 4.752941 4.188791
40      42 3.824176 3.826816 4.172222 3.818681 3.966887 4.742857 4.505814
41      43 3.436975 3.450000 3.335180 3.441828 3.890141 4.134986 3.925414
42      44 4.048257 4.090426 3.627660 4.070479 3.474667 4.691489 4.352785
43      45 3.995434 4.082192 3.579909 4.040909 4.295455 4.787330 4.194570
44      46 4.312261 4.363985 3.776000 4.338123 3.760234 4.523166 3.814313
45      47 3.992551 4.033582 3.558879 4.012987 3.945283 4.571429 3.832700
46      48 3.602219 3.848580 3.671340 3.723089 3.638710 4.260800 3.295567
47      49 3.250000 3.447471 2.984436 3.348249 4.233463 3.750973 3.902724
48      50 4.014451 4.026012 3.455072 4.020231 3.878613 4.489971 4.146552
49      52 3.985185 4.234568 3.160099 4.108374 4.417284 4.710723 4.216418
50      53 2.775000 2.829268 2.720430 2.751843 3.484594 3.512329 3.185792
51      54 4.068249 4.094118 3.562130 4.080882 4.450000 4.795252 4.233728
52      55 3.720513 3.815385 3.228205 3.767949 3.805128 4.220513 3.825641
53      56 3.799007 3.942928 3.502500 3.872525 3.785166 4.792593 4.527228
54      57 3.689498 3.805430 4.208333 3.754505 3.885000 4.592593 4.425234
55      58 3.648936 3.557895 3.157895 3.605263 3.159574 3.210526 3.138298
56      59 3.788043 3.845946 3.417344 3.816216 3.780822 4.619946 3.972752
57      60 3.389205 3.267045 2.656250 3.328125 3.801136 4.551136 4.329545
58      61 3.961440 4.094872 3.298969 4.025641 3.915385 4.789744 4.383033
59      62 3.750916 3.676471 2.959559 3.712454 4.722628 4.558824 4.558824
60      63 3.993808 4.066023 3.711628 4.019350 4.406838 4.594915 4.047700
61      64 3.880088 4.063806 3.263274 3.971947 4.262115 4.525910 4.208609
62      66 2.444853 2.430147 2.430147 2.437500 3.143382 4.250000 2.628676
63      67 3.768194 3.797844 3.770492 3.783602 4.260163 4.369272 4.228495
64      68 3.957895 3.924731 3.357895 3.947368 4.659574 4.787234 4.308511
65      69 3.677130 3.230088 2.770925 3.435065 3.453659 4.036530 3.824885
66      71 3.899135 4.043228 3.357759 3.970588 4.110951 4.592539 3.806967
67      72 4.240196 4.337408 4.200483 4.289731 4.092010 4.822816 3.793187
       C12D     C12E     C12F     C12G     C12H     C12J     C12K     C12L
1  3.020478 2.741379 2.279310 4.017065 3.882353 3.666667 3.846416 2.206897
2  3.960000 3.686957 3.375723 3.460674 3.832861 1.977208 3.347578 1.942693
3  3.556291 3.426910 2.313953 2.627288 3.025000 1.955000 2.620805 1.585977
4  3.184655 3.034929 2.219321 2.590269 2.955471 2.464096 2.333333 1.274301
5  3.844237 3.518987 3.043919 3.685897 4.160991 2.543726 4.186709 2.935593
6  3.376991 3.253940 2.761141 2.479789 2.585237 1.447842 2.376838 1.500000
7  3.865169 3.777778 3.404494 3.352273 3.444444 3.044444 3.213483 2.909091
8  4.129730 4.166667 3.073034 3.358696 4.076087 2.623529 4.538462 2.398907
9  3.561170 3.101333 2.654255 3.220745 3.837766 1.768617 3.563830 1.627660
10 3.631179 3.465385 2.695817 3.717557 3.996198 3.007663 4.232824 1.469466
11 3.845029 3.721264 2.513353 2.814925 2.907781 2.039157 2.297386 1.263158
12 3.867713 3.723451 3.361364 3.929185 3.799127 2.052752 3.698901 2.009091
13 3.135008 3.186813 2.771654 3.580343 3.315542 2.437202 3.901408 3.400621
14 4.194444 3.862454 3.819030 4.083333 4.395948 2.468519 4.139147 2.397412
15 4.510909 4.500000 3.465517 3.904236 4.078899 2.343570 4.011111 1.849162
16 3.669951 3.427861 2.759563 3.289340 4.137255 2.646154 4.256158 2.171875
17 3.442105 3.141869 2.909722 2.632509 2.706093 1.541818 2.653571 1.508897
18 4.179583 4.034354 2.931988 2.652954 2.689422 3.245127 2.754703 1.234421
19 4.008403 3.497175 3.574648 3.662050 4.041322 2.231214 4.162011 2.838068
20 4.045226 3.557789 3.600503 4.190955 4.173804 3.572864 4.040201 2.603015
21 4.280000 3.778226 3.910931 4.064257 4.257143 2.197479 4.236000 2.440816
22 3.427007 3.364964 3.153846 3.602190 3.527473 2.450185 3.415441 1.547794
23 3.249267 3.531792 3.153392 3.167647 4.132948 2.266026 4.382609 3.302671
24 3.726027 3.546703 2.373938 3.116343 2.975207 2.077810 2.941504 1.247253
25 3.642534 3.409910 2.439252 2.274038 2.509709 1.354497 2.430052 1.210784
26 2.793566 2.804813 2.095430 2.684840 2.771812 2.271989 2.144986 1.246964
27 3.820197 3.611386 2.393484 2.869347 3.906173 2.236776 3.520000 1.684211
28 4.086022 4.036325 2.988987 3.241379 3.165217 2.340000 2.311111 1.745098
29 3.120643 3.029333 2.609290 3.345109 3.451872 2.421053 3.486631 2.084746
30 3.196721 3.241758 1.389535 1.685714 2.126506 1.781818 2.426752 1.123596
31 3.782779 3.430020 2.941650 3.669960 4.027723 2.942974 4.224652 2.822581
32 3.596923 3.396923 2.842022 3.301538 4.030628 2.673879 3.958009 3.150307
33 3.657807 3.440000 2.534653 2.801347 3.076923 2.309764 2.687075 1.493333
34 3.659574 3.471642 3.336310 4.235821 4.272189 3.220859 3.504478 1.699700
35 3.278772 3.285347 2.540682 2.520725 3.275510 1.518229 1.322078 1.367876
36 4.467026 3.817204 3.727882 3.332886 3.061911 2.235849 3.415094 1.601342
37 3.516517 3.471125 3.300000 3.809668 4.077612 2.757576 3.794562 2.654434
38 3.746193 3.359375 2.924731 4.036458 4.051282 4.090000 4.010050 2.705263
39 3.370149 2.945619 2.678899 3.769461 3.877976 1.838188 3.774390 1.451613
40 4.129412 4.100592 3.779141 4.072289 4.301775 2.980892 4.372781 2.950000
41 3.548023 3.458689 2.988439 3.569061 3.666667 3.266289 3.835196 3.248571
42 4.334225 3.719251 3.896000 4.208000 4.501326 2.402703 4.290667 2.307278
43 3.520362 3.036199 2.861751 3.486239 4.036697 2.724299 3.894009 1.679070
44 2.716535 2.855750 2.412698 2.704950 2.663968 3.263158 2.158317 1.535211
45 3.685221 3.604207 2.422925 2.798058 3.069098 2.078947 2.629482 1.460039
46 2.961603 2.858333 2.953255 2.812183 2.957770 2.558923 2.630137 1.560477
47 3.299611 3.431907 3.190661 3.747082 4.031128 2.540856 4.035019 3.350195
48 4.181556 3.991329 3.293103 3.804035 4.302594 2.773639 4.014409 2.371758
49 4.141791 4.056650 2.861728 2.817955 3.347395       NA 3.523573 1.642680
50 2.577778 2.612903 2.931818 3.656000 3.643979 1.958730 3.582011 3.343008
51 3.401786 3.095238 2.748503 3.302671 4.080119 2.201201 4.014881 1.633136
52 2.964103 2.833333 2.433333 3.423077 3.869231 2.335897 3.593830 2.005128
53 3.927861 3.871859 3.140306 4.100251 4.131514 2.890306 4.177945 2.000000
54 4.165138 3.497630 3.492823 3.867647 4.516129 2.644670 4.561644 2.770335
55 3.303371 3.129032 3.091954 3.130435 3.172043 2.919540 3.202128 3.080460
56 3.620219 3.632153 2.244186 3.274788 3.615804 2.047198 3.464088 1.767442
57 4.342857 4.369628 3.745714 3.019943 3.698006 2.709402 3.390313 1.994286
58 4.168831 4.142487 3.134367 3.501292 3.899225 2.448819 3.600000 1.852332
59 4.392593 4.369963 3.579336 4.643123 4.722628 3.124542 4.792727 2.832727
60 4.352641 4.197615 2.495528 2.617857 2.980565 2.784965 2.104015 1.366372
61 3.251378 3.068357 2.590255 2.519016 2.595078 2.556425 2.263158 1.289532
62 4.283088 2.720588 4.257353 4.275735 4.367647 1.981618 4.444853 2.213235
63 4.048649 3.900000 3.777778 3.736986 4.024523 3.742210 4.121294 3.677778
64 4.139785 3.612903 3.739130 4.074468 4.193548 3.000000 3.411111 2.086022
65 3.367150 2.871429 2.630542 3.849765 3.230366 1.726257 4.076923 4.137931
66 3.261128 3.612335 2.288490 2.719298 2.765579 1.928896 2.443439 1.432268
67 4.325183 3.890244 2.088452 2.396552 2.720874 2.302211 2.325269 1.506112
       C12M     C12O     C12P     C12R     C12S     C12T     C12U     C12W
1  2.062284 3.243986 4.136519 3.501706 3.328767 2.136986 4.058219 3.979522
2  2.511628 2.827195 3.161560 2.907563 3.760563 3.278873 3.955556 3.451253
3  1.554077 3.519868 3.697020 3.023140 3.593333 2.447934 3.941860 4.290216
4  1.335989 3.366995 3.732515 3.702337 3.671717 3.323194 3.421777 3.546366
5  2.763441 3.162338 4.157407 3.451923 3.738854 3.087413 4.205521 4.192073
6  1.486583 2.784615 2.897436 2.962069 3.431065 2.520211 3.518836 3.710993
7  2.955556 3.300000 3.655556 3.766667 4.100000 3.777778 4.233333 4.078652
8  3.213115 3.728261 4.038043 3.951351 4.240437 3.810811 4.510870 4.704301
9  2.034574 2.694149 3.359043 3.090426 3.702128 3.194149 4.079787 3.287234
10 1.603846 3.091954 3.505703 3.429658 3.794677 2.973180 4.456274 4.498099
11 1.244118 2.543103 2.778736 2.616279 3.902017 2.933333 3.879056 4.617143
12 2.569507 3.298475 3.594421 3.440789 3.677852 2.917431 3.960440 4.043384
13 3.535826 3.170347 3.703588 3.765258 3.352025 3.045383 3.663551       NA
14 3.026071 3.905556 3.862132 3.593750 4.047970 3.663586 4.261029 4.393773
15 1.880228 2.570902 3.016423 3.396364 4.266788 4.000000 4.421338       NA
16 1.942708 2.187192 2.705882 2.627451 3.108374 2.691176 3.877451       NA
17 1.347670 2.958042 3.087719 2.929078 3.172535 2.318182 3.825784 3.494737
18 1.112018 2.288148 2.195556 2.920295 4.422337 2.942921 3.477843 3.261869
19 3.201705 2.866667 3.865169 3.924791 3.816156 3.666667 4.235457 4.269444
20 2.608040 3.108040 3.836272 3.896985 4.271357 4.206030 4.288945       NA
21 3.036735 3.097166 3.754032 3.622490 4.056452 3.578947 4.297189 4.316000
22 1.767528 3.220588 4.234432 3.545788 3.289377 2.934066 4.058608 4.247191
23 3.514706 3.977077 4.252149 4.234957 4.034483 3.846377 4.144092 4.318966
24 1.201681 2.989011 3.341530 3.221311 3.608815 2.569863 3.844262 3.457534
25 1.261084 2.259091 2.672646 2.959459 3.877828 3.061033 4.018018       NA
26 1.271255 3.507812 4.003916 3.818774 3.359211 3.102497 3.269634 3.597113
27 1.426768 2.567500 2.771930 3.278061 3.975062 3.139303 4.407960 3.420398
28 1.897380 2.459052 3.144086 3.258547 3.441810 2.980435 3.818182       NA
29 2.202857 3.788512 3.744125 3.584856 3.240642 2.853659 3.585106 3.804533
30 1.084270 3.217391 3.171271 2.645349 3.120000 1.994048 3.802260 4.311475
31 3.008032 3.428858 3.939096 3.631474 3.766932 3.417323 4.282651 4.327381
32 3.264840 3.586364 3.959091 3.481651 3.811263 3.592366 4.116490 4.357686
33 1.382550 3.096990 3.368771 2.761589 3.417508 2.488294 3.701342 3.933333
34 1.620795 2.825444 3.571429 3.630952 3.728916 2.740964 3.898204 3.115385
35 1.323834 2.652956 3.094388 2.734694 3.149100 2.718346 3.822622       NA
36 1.694892 3.014805 3.263795 3.249326 4.270525 3.465054 2.827957       NA
37 3.250765 3.478916 3.781155 3.830357 3.734568 3.387387 4.231231 4.500000
38 2.200000 3.264249 3.803030 3.758794 3.463542 2.884817 4.150754 4.145729
39 1.796053 2.854985 3.529940 3.097264 3.456193 3.285285 4.028470 4.097059
40 3.500000 3.886228 4.276471 3.945455 4.289941 4.017964 4.540230 4.476744
41 3.474860 3.466667 3.883657 3.742382 3.750693 3.170391 3.947514 4.198324
42 3.069892 3.288000 4.085106 3.710106 4.365333 3.712000 4.500000 4.047872
43 2.103286 3.022831 3.766055 3.037037 3.592593 2.967742 4.004587 4.100000
44 1.617530 3.344961 2.848837 3.906977 2.822835 2.611002 3.631274 3.214844
45 1.373016 3.116981 3.271347 2.697318 3.535104 2.718147 3.956274       NA
46 1.313993 2.872381 2.962295 2.690397 3.103506 2.773109 3.662829 4.107372
47 3.319066 3.575875 3.929961 3.762646 3.587549 3.163424 3.673152       NA
48 2.843931 2.913793 3.488506 3.378223 4.166667 3.839542 4.220630 4.616046
49 1.365672 2.437811 2.771712 2.982630 3.713580 2.912718 4.009852 3.435961
50 3.346667 3.325513 3.376771 3.226891 2.775076 2.782353 2.896254       NA
51 1.958457 3.318452 3.805970 3.218289 3.423077 2.781065 4.061947 4.269231
52 2.033333 2.741026 3.941026 3.835897 3.184615 3.100000 3.725641 4.112821
53 1.906329 3.094763 3.468983 3.694236 3.786432 3.057500 4.274314 4.466501
54 3.252381 3.595238 4.009346 4.069124 4.140845 3.586854 4.583333 4.612903
55 3.144444 3.064516 3.157895 3.053191 3.200000 3.056180 3.354839 3.170213
56 1.953353 3.267030 3.676550 3.486413 3.632597 2.681564 4.280323 4.423181
57 2.148148 2.173295 2.909091 3.107955 3.675214 3.544160 3.646724 2.778409
58 2.154450 3.131443 2.953728 3.116279 3.968992 3.712082 4.462725 3.350649
59 2.921053 3.714815 4.521898 4.511029 4.494545 4.072727 4.587591       NA
60 1.033217 2.544041 2.000000 3.232082 4.228041 2.915517 4.411864       NA
61 1.498886 3.126513 3.343234 3.196468 3.792723 3.235619 3.544150 3.113459
62 1.992647 2.871324 4.584559 2.955882 4.301471 4.110294 4.386029 4.371324
63 3.625683 3.762032 4.018717 3.924731 3.956757 3.887978 4.250000       NA
64 1.849462 2.677419 3.648936 3.021505 3.957447 2.913978 4.297872 3.297872
65 4.241706 3.477064 4.108108 3.916279 3.417910 2.974093 3.763285 4.333333
66 1.369466 3.364162 3.300000 2.572700 2.831361 2.200603 3.434402 4.102305
67 1.491484 2.873479 3.519512 2.841849 4.407767 3.291971 4.214112 4.552058
       C12X     C12Z  ROLE_MO  ROLE_IN  ROLE_CO  ROLE_AC     C13A     C13B
1  3.400685 4.068259 2.805745 3.509386 2.143345 3.628555 4.430508 3.469388
2  3.460894 4.167131 3.655817 3.509003 2.218571 2.976852 4.384401 2.756983
3  4.077815 3.689256 3.253581 2.648563 1.573675 3.410468 4.669421 2.978441
4  3.781638 3.797767 3.311201 2.542547 1.305812 3.600163 4.642857 3.030075
5  3.939683 4.411765 3.577133 3.794279 2.870915 3.599800 4.662722 3.242424
6  3.856890 3.591549 3.145833 2.566837 1.496473 2.879457 4.390492 3.288165
7  3.555556 3.677778 3.876852 3.362963 2.933333 3.574074 4.722222 4.139535
8  4.302703 4.540541 4.087814 3.762993 2.806452 3.904122 4.795699 3.227027
9  3.218085 4.252660 3.390736 3.319149 1.831117 3.047872 4.396277 2.760638
10 4.140684 4.349810 3.467997 3.659379 1.541825 3.345374       NA 2.144487
11 4.312139 3.715517 3.589506 2.655777 1.255780 2.643400 4.507163 3.148997
12 3.831140 4.006637 3.557415 3.722163 2.310573 3.450175 4.493750 2.731656
13       NA       NA 3.183979 3.396060 3.468217 3.547619 4.512346 2.821429
14 4.222426 4.487132 3.938459 4.108364 2.714022 3.786935 4.521661 2.604356
15       NA       NA 4.313725 3.870018 1.866853 3.004456 4.690090 2.570384
16       NA 3.955665 3.225082 3.656046 2.038071 2.504902 4.544118 2.752475
17 2.722628 3.839858 3.014994 2.732411 1.425795 2.993612 4.331034 3.372822
18       NA       NA 3.893706 2.761330 1.173673 2.470444 3.975000 3.019188
19 3.994444 4.278552 3.755295 3.870446 3.021067 3.565197 4.789757 2.925824
20       NA       NA 4.020101 4.001047 2.605528 3.613065 4.557500 2.849246
21 3.912000 4.244000 3.923333 4.109333 2.744939 3.489333 4.708000 3.192771
22 3.798479 4.116541 3.256995 3.425487 1.661172 3.669708 4.485401 3.229927
23 4.094286 4.408571 3.670487 3.719914 3.412791 4.156667 3.110145 3.265306
24 4.087912 3.892562 3.362100 2.857991 1.227397 3.185792 4.650273 2.602740
25       NA       NA 3.495556 2.439291 1.233010 2.630952 4.460177 3.111111
26 3.558630 3.797386 3.025272 2.440927 1.258760 3.773454 4.598435 3.148880
27       NA 4.074257 3.635545 3.181204 1.568069 2.883170 4.531250 2.687166
28       NA       NA 3.636396 2.934829 1.827586 2.952026 4.324094 3.298283
29 3.954930 4.047887 3.052951 3.238438 2.146067 3.700601 4.296588 3.294737
30       NA 3.482143 2.901268 1.900273 1.105556 3.022523 4.350000 2.421348
31 4.075547 4.156627 3.595284 3.713581 2.911306 3.661850 4.100580 3.639692
32       NA 4.304700 3.596823 3.531266 3.210725 3.676234 4.771558 2.671733
33 3.782609 3.415282 3.255776 2.779605 1.440199 3.076159 4.366667 3.281457
34 3.431138 4.029762 3.403522 3.832350 1.653731 3.344608 4.288288 3.092814
35       NA       NA 3.116922 2.429389 1.350129 2.838409 4.616162 2.573232
36       NA       NA 4.005027 3.384048 1.647453 3.175839 4.206199 3.435135
37 4.089286 4.283582 3.520896 3.752728 2.942771 3.695351 4.694118 3.558824
38 3.865672 4.505000 3.389706 3.777778 2.469072 3.629085 4.757426 3.217172
39 3.817647 3.613772 3.271386 3.534866 1.630915 3.138643 4.655589 2.978528
40 4.052023 4.283237 4.130747 4.127395 3.201754 4.021073 4.698864 3.000000
41 3.991573 4.163380 3.484160 3.526027 3.364903 3.701465 4.403846 3.715084
42 4.066489 4.549072 4.031028 4.221264 2.689840 3.697171 4.731383 3.363636
43 3.368182 4.109589 3.277526 3.576923 1.891705 3.275758 4.479638 3.348416
44 3.882466 2.765657 2.754183 2.493069 1.583170 3.366858 4.296875 3.605825
45       NA       NA 3.392120 2.737264 1.416667 3.030530 4.642322 3.243396
46       NA       NA 2.932770 2.852657 1.440536 2.840546 4.683043 3.169628
47       NA       NA 3.370623 3.750973 3.334630 3.756161 4.190661 3.614786
48       NA 4.223496 4.044651 3.852436 2.605187 3.259790 4.601156 3.344928
49 3.875931 4.115764 3.710074 3.138752 1.512315 2.734811 4.600496 2.583127
50       NA       NA 2.617406 3.434889 3.334197 3.258706 3.919075 2.805930
51 3.646018 4.117994 3.178431 3.532108 1.792035 3.444608 4.502941 3.106195
52 3.828205 3.761538 3.020513 3.329060 2.019231 3.505983 3.948718 3.487179
53 3.960396 4.555831 3.654762 3.895115 1.961250 3.418519 4.669951 2.622500
54 4.115741 4.388889 3.843093 4.116893 3.013699 3.892157 4.804545 3.525581
55 3.117021 3.152174 3.191228 3.152632 3.127778 3.082456 3.063158 3.138298
56 3.983696 4.051351 3.375337 3.174978 1.869382 3.475292 4.544474 2.771978
57 3.392045 3.772727 3.978395 3.462013 2.072650 2.730114 4.357746 2.378531
58 4.238961 4.518135 3.995716 3.534402 2.003886 3.066667 4.392308 2.582474
59       NA       NA 4.321860 4.433877 2.858696 4.246981 4.789091 4.168498
60       NA 4.062818 3.929195 2.556456 1.202238 2.595883 4.582770 3.302721
61 3.482911 3.451327 3.338932 2.501194 1.393333 3.222589 4.495595 3.237251
62 3.261029 4.558824 3.853860 4.336397 2.102941 3.470588 4.191176 3.177686
63       NA       NA 3.949866 3.912656 3.647297 3.902852 4.756032 3.954301
64 3.336957 3.978495 3.659574 3.864362 1.978723 3.117544 4.404255 2.903226
65 3.791667 4.373874 3.133929 3.463289 4.196759 3.823144 4.746725 3.722727
66 3.778426 3.220264 2.987476 2.567409 1.407519 3.082854 4.563401 3.487663
67       NA 3.426471 3.971953 2.383495 1.507282 3.073850 4.659420 2.673123
       C13C     C13D     C15A     C15B     C15C     C15D     C15E     C15F
1  2.888136 3.006826 3.384083 2.537415 3.224490 3.006920 2.971429 3.388316
2  2.544693 2.269663 3.980282 3.016807 3.501458 3.356707 3.342857 3.605187
3  2.230132 2.494966 3.350993 2.980100 3.727273 2.637324 2.037594 3.790620
4  2.305486 1.954545 3.608861 2.641677 2.915297 2.179355 2.038770 3.090206
5  2.981651 2.382911 3.551084 2.580745 3.427653 3.203333 3.161290 3.819355
6  2.320205 2.726957 3.190068 2.939966 3.235915 2.330341 1.913919 3.451724
7  3.352273 3.425287 4.034091 3.688889 3.922222 3.590909 3.348837 3.577778
8  2.225806 2.772973 3.369048 2.783133 3.916201 3.752809 3.471591 4.422222
9  2.207447 2.308511 3.251445 2.972527 3.464865 3.352617 3.337110 3.653117
10 2.429658 2.733840 4.590038 3.058824 3.426829 3.354167 3.154867 3.814229
11 2.160458 2.698795 3.218023 2.834337 3.353623 2.657407 1.774834 3.185185
12 2.338235 2.411890 3.578366 2.969163 3.793407 3.370288 3.164045 3.718404
13 2.309006 2.554348 3.682390 2.932707 3.669231 3.701700 3.184834 3.635385
14 2.752708 2.023508 3.453382 2.968978 3.776753 3.609982 3.609982 3.801835
15 2.597070 2.090074 3.876364 2.638532 3.144689 2.778189 2.815985 3.429358
16 2.054726 2.689655 3.887255 2.500000 3.920398 4.014778 3.925743 3.736318
17 2.609756 3.517483 4.024476 3.365854 3.602837 3.042857 2.610895 3.434783
18 2.467303 3.116998 3.466165 3.242377 3.469261 2.741204 2.030553 3.626240
19 3.046196 2.596154 3.915254 2.980609 3.632022 3.556497 3.552408 3.670360
20 3.297229 2.634761 4.022161 2.946927 3.485714 3.446475 3.389503 3.922280
21 2.799197 2.530120 3.600000 2.946502 4.060241 3.943320 3.987805 3.983806
22 2.274074 2.333333 3.956204 3.194139 3.265060 2.721569 2.168724 3.314607
23 2.585799 3.533923 3.402941 2.968116 3.835735 3.763006 3.710448 3.965616
24 2.400000 1.972603 3.377410 2.900000 3.434903 2.050147 1.831361 3.779614
25 2.545045 3.058559 3.000000 2.825893 2.891403 2.308411 2.009662 3.234513
26 2.075099 2.025099 3.722074 3.029451 3.267663 2.489768 2.141780 3.339779
27 2.332440 2.749319 4.103627 2.635171 3.168000 3.316354 3.123656 3.078378
28 3.012793 2.871332 3.242826 2.800866 3.504274 3.374459 2.995556 3.347639
29 2.476190 2.912698 4.094488 3.300261 3.674797 3.398352 3.200542 3.446866
30 2.418994 2.494253 3.546961 3.241573 3.250000 1.744318 1.540230 3.323529
31 2.986328 3.083495 3.305955 2.926931 3.654691 3.278008 3.495851 4.083665
32 2.237003 2.471669 3.586039 2.931034 3.347756 3.231884 3.243464 3.597064
33 2.639073 2.782178 3.454861 2.965278 3.557491 2.220588 2.260377 3.613014
34 2.312121 2.746988 4.107143 3.018927 3.424837 2.858268 2.405128 3.173010
35 1.863636 2.314721 3.598985 2.354756 2.799479 2.250660 2.340369 3.203608
36 2.771930 2.962162 3.623149 3.049664 3.433557 3.476510 2.867746 3.347709
37 2.790560 3.086154 3.711310 3.075301 3.943284 3.785075 3.649547 4.201183
38 2.533333 2.663158 3.115607 2.625000 3.090909 2.905263 2.843243 3.347368
39 2.898507 2.745455 4.017647 3.066066 3.257862 2.535826 2.117057 3.329268
40 2.538012 2.994048 3.952663 3.288235 4.071006 3.929412 3.896341 4.283237
41 3.243017 3.058333 3.584958 3.164773 3.638889 3.539106 3.583099 3.843575
42 3.002660 2.925333 3.454545 2.718310 3.728261 3.702186 3.722071 3.946092
43 2.392694 2.536364 3.619266 2.791855 3.350000 2.874419 2.762791 3.577273
44 2.992233 3.135189 3.381139 2.974304 3.192825 2.456522 2.165094 3.308977
45 2.630394 2.634100 3.533465 2.951807 3.428283 2.807771 2.214286 3.540275
46 2.860841 2.549593 3.431373 3.165441 3.280899 1.805118 1.601227 3.516484
47 3.723735 3.241245 3.312253 3.304348 3.435294 3.265625 3.720000 3.755906
48 3.002907 2.776812 3.741176 2.825959 3.638235 3.494118 3.263314 4.029412
49 1.975062 2.395522 3.824934 3.010811 3.405612 2.696594 2.451178 3.805000
50 3.037736 2.325967 2.395137 2.505952 2.713826 2.628788 2.491468 3.383686
51 2.272189 2.394118 3.955882 2.967647 3.185294 2.790560 2.598802 3.477745
52 2.666667 2.717949 3.901299 2.927083 3.593583 3.689008 3.522078 3.306701
53 2.413965 1.927500 3.994885 3.113695 3.424242 3.204663 3.107735 3.681013
54 2.986047 3.722222 3.478947 3.139175 4.018605 3.845411 3.850962 4.291667
55 2.712766 3.032258 3.010989 2.945652 3.053763 2.882353 2.862069 3.064516
56 2.362398 2.494536 3.512465 3.052778 3.846575 3.398876 2.891429 4.084469
57 2.326761 2.160563 3.971751 3.370056 3.940510 3.419263 3.220963 3.627841
58 2.141026 2.166667 3.643590 3.056701 3.753281 3.189974 3.096000 3.543081
59 4.377289 3.669118 4.598425 3.415323 3.743396 3.488462 3.443089 4.196296
60 2.932318 3.530508 3.363636 2.862520 3.488176 2.682353 2.117431 3.317817
61 2.173865 2.360310 3.505017 2.815402 2.930206 2.216445 1.861148 3.015012
62 3.193548 3.188235 4.147059 2.345588 3.738971 4.191176 4.191176 4.091912
63 3.895161 3.866848 3.762803 3.707775 3.908356 3.924731 3.991870 4.043243
64 2.376344 2.118280 2.531915 2.436170 2.623656 2.913978 2.888889 3.297872
65 3.084507 2.671362 3.400000 3.247788 3.678571 3.810811 3.937778 3.596330
66 2.740955 2.787791 3.605067 3.129851 3.439024 2.934579 2.511327 3.773862
67 1.927536 2.113300 3.388889 3.250608 3.721763 3.437340 2.637500 3.735149
       C15G     C15H     C15J     C15K     C15L     C15M     C15N     C16A
1  2.540541 2.418182 3.332155 3.522807 3.802721 4.233898 1.542222 2.284746
2  2.438806 2.456790 2.616099 3.318052 3.571023 4.193820 2.014925 2.578797
3  2.103321 2.129456 3.186242 3.959799 4.026534 4.344942 1.967797 2.066116
4  1.969935 2.102632 2.576774 3.526384 3.701135 3.870064 1.473333 2.093470
5  2.852941 2.303279 3.436860 3.332203 3.276527 4.305810 2.686207 2.000000
6  1.734177 1.815157 2.653097 3.316609 3.562069 4.025554 1.318267 2.147208
7  3.204545 3.176471 3.191011 3.356322 3.352273 3.488636 3.616279 3.577778
8  2.593750 2.616883 3.707602 4.266667 4.127907 4.607735 2.910714 2.140541
9  2.594855 2.684385 3.134111 3.543478 3.857909 4.151515 2.355212 2.417553
10 2.986364 2.887324 3.491935 3.758197 3.765182 4.424710 2.293532 2.605150
11 1.470588 1.537037 2.677116 3.709581 3.779710 4.530086 1.325806 1.911932
12 2.579775 2.656180 2.887133 3.364253 3.791574 4.325942 2.035714 2.194260
13 3.062208 3.038820 3.194099 3.544049 3.351938 3.875000       NA 2.512039
14 3.084404 2.953875 3.249541 2.657459 3.629151 4.187845 2.682657 2.316081
15 2.617375 2.689720 2.916512 3.705989 3.838768 4.278689       NA 2.766727
16 2.725490 2.745098 2.236453 3.542714 4.049020 4.070000 1.242574 1.384236
17 2.304183 2.157088 3.041045 3.909091 3.799308 4.416084 1.541045 2.868056
18 1.656642 2.241239 2.661983 3.599381 3.874813 3.949319       NA 1.891956
19 2.742029 2.952663 3.337143 3.257971 3.495822 4.467213 2.858006 2.677686
20 3.068657 3.069909 3.627660 4.213918 4.041344 4.474227       NA 2.459596
21 3.113445 3.158333 3.209402 3.582645 3.646586 4.360000 2.818182 2.323651
22 2.144487 2.200772 3.205224 3.844444 3.686131 4.281022 1.675889 2.384615
23 2.682390 2.801917 3.139881 3.651163 3.781977 3.617391 3.073171 2.420749
24 1.582317 2.039157 3.019608 3.873596 3.860656 4.338798       NA 2.461326
25 1.853081 1.961538 2.645455 3.271889 3.800000 4.214286       NA 2.285088
26 2.346535 2.428773 2.887534 3.553619 3.677207 4.050667 1.517630 2.005291
27 2.651475 2.314516 2.894879 3.502646 3.716535 4.154450 1.577128 2.020672
28 2.293269 2.237864 2.441527 3.099338 3.424893 3.531453       NA 2.317422
29 2.943243 3.008174 3.390374 3.584906 3.816754 4.015625 2.577640 2.843750
30 1.466292 1.748571 2.070175 3.877907 3.945355 3.819209       NA 2.644444
31 3.211297 3.079914 3.855950 3.940120 4.212598 4.228516 2.556322 2.330116
32 2.670549 2.681898 3.606013 3.682464 3.422777 4.084243 3.021739 2.742814
33 2.067164 1.980769 2.894737 3.839041 3.962199 4.161512 1.545833 2.199336
34 2.397476 1.883333 2.806854 3.432602 3.669670 4.429003 2.125000 2.138643
35 2.084211 2.167979 2.744186 3.111111 3.631043 4.193384       NA 2.030534
36 2.485868 2.321188 2.998649 3.130374 3.746289 3.769959 2.037838 2.449393
37 3.462006 3.375758 3.819820 4.068862 3.902367 4.129794 3.409639 2.729970
38 2.407186 1.916168 3.229412 2.855491 3.663212 4.397906 1.790541 2.178571
39 2.306667 2.137124 2.913043 3.537538 3.559172 3.626866 1.645485 2.226471
40 3.319018 3.037736 3.894410 4.226190 4.081395 4.502890 3.437500 2.874214
41 3.254958 3.298551 3.602857 3.761905 3.783333 3.969780 3.723529 3.104396
42 2.641243 2.903955 3.178161 3.122159 3.561308 4.539894 2.141566 2.185507
43 2.584475 2.837963 3.264840 3.615741 3.654545 4.167421 1.953488 2.350000
44 2.308163 2.232662 2.709459 3.396728 3.526627 3.313253 1.703863 2.207364
45 2.149573 2.210066 3.075547 3.713147 3.871595 4.165692       NA 2.434343
46 1.557940 1.956159 2.374257 2.867089 3.548094 3.923358       NA 2.200361
47 3.332016 3.000000 3.443580 3.980392 2.960938 3.544747       NA 2.666667
48 2.713864 2.654867 3.585799 4.058997 3.911765 4.467456 2.784024 2.284866
49 2.089888 2.362963 2.628834 3.725191 3.975000 4.600503 2.035714 2.248768
50 3.119863 3.081699 2.800000 3.348571 3.194842 2.874627       NA 2.895954
51 2.514970 2.818452 3.251497 3.834320 3.865672 4.251479 1.895833 2.451613
52 2.404762 2.551724 3.071618 2.994792 2.986945 3.167959 2.250000 2.500000
53 2.754190 2.836111 3.208000 3.465608 3.560914 4.386534 2.720930 2.414815
54 3.403141 2.988889 3.725888 4.144186 4.100000 4.435185 2.900552 2.229268
55 2.831461 2.795455 3.159091 2.988764 3.141304 3.387097 3.112360 2.806452
56 2.527859 2.586103 3.553073 4.123626 4.117486 4.570270 2.307463 2.233062
57 3.144886 3.036932 3.598870 3.963277 3.776836 3.813559 2.178470 2.889518
58 2.925620 2.836898 2.827586 3.600000 3.935733 4.392308 1.852632 2.079487
59 3.680000 3.386555 3.954373 4.329630 4.349624 4.661017       NA 2.337037
60 1.837891 2.366667 2.581395 3.554828 3.503077 3.783742       NA 2.193199
61 1.966033 2.116037 2.454002 3.470191 3.552455 3.677095 1.390999 2.304204
62 2.568889 2.502283 1.562249 4.194853 3.166052 3.805147 2.816176 2.253676
63 3.811765 3.785294 3.702479 3.862534 3.798387 4.147849       NA 3.822404
64 2.382979 2.311828 2.565217 2.852632 3.322581 3.462366 2.279570 2.442105
65 3.019802 3.174757 3.538813 3.760000 3.991189 4.017857 3.383260 2.821429
66 2.354575 2.425532 3.261261 3.637594 3.797965 4.097525 1.873874 2.270504
67 1.716749 1.856079 3.095823 3.847291 3.823245 4.589806       NA 2.212560
       C16B     C16C     C16D     C16E     C16F     C16G     C16H     C16J
1  2.077966 3.513605 3.418367 3.829932 3.945763 2.564626 2.133562 1.952055
2  2.740947 3.201133 2.839888 2.920000 3.885475 2.652819 2.448680 2.429825
3  2.370248 3.442053 3.114428 4.076412 3.941569 2.480929 2.300166 2.266998
4  2.056194 2.738520 2.457216 2.768519 3.422280 1.268260 1.366142 1.548177
5  2.150307 3.341463 3.209877 3.900929 3.472131 3.082508 2.067961 2.273312
6  2.348048 2.539116 2.503401 3.164360 3.644828 1.656140 1.473230 1.724138
7  3.617978 4.100000 3.755556 3.666667 4.200000 3.766667 3.494253 3.244444
8  2.655738 3.875000 3.420765 4.402174 4.456044 3.593407 3.195652 2.913043
9  2.643617 3.319149 3.119681 3.098667 3.898936 2.095745 2.058511 2.175532
10 2.110599 3.671875 2.772152 3.765690 4.105263 2.383085 2.090452 2.058824
11 2.217143 2.616046 2.573487 3.684366 3.682927 1.648387 1.745665 1.654179
12 2.349451 3.360440 3.079295 2.903803 3.716484 2.560000 2.138393 2.123874
13 2.658307 3.308642 3.100619 3.573416 3.601236 3.744222 3.337461 3.220657
14 2.520295 3.541436 3.087199 3.637037 3.813996 2.742593 2.523105 2.476015
15 2.674503 3.415162 2.786232 3.594545 3.978339 2.598148 2.113594 2.197393
16 1.843137 2.620690 2.544118 3.410891 4.019704 3.070000 1.750000 1.813725
17 2.429553 3.579310 2.903114 3.954704 4.377622 1.845878 1.571429 1.859649
18 1.926275 2.647736 2.428683 2.762055 2.959904 1.292602 1.879902 2.048007
19 2.743802 3.760218 3.110497 3.806723 4.071233 3.320334 2.983287 2.860724
20 2.606061 3.424242 3.232911 3.435443 3.613636 3.060606 2.704545 2.786802
21 2.467213 3.616000 2.959677 3.406639 4.008065 2.991667 2.903614 2.875502
22 2.208029 3.529197 2.868613 2.940520 4.113139 1.498127 1.783883 1.641026
23 2.268222 3.208824 3.299419 3.797688 3.928161 3.411765 3.625000 3.350000
24 2.281421 2.885246 2.896175 3.994521 3.080332 1.352941 2.240997 1.961219
25 2.415929 2.555556 2.683036 3.156250 3.538117 1.772512 1.477064 1.538813
26 2.202381 3.038411 2.686508 2.960274 3.753020 1.375000 1.241935 1.405369
27 2.103896 2.572917 2.638743 3.448819 3.953125 2.486559 1.902439 1.914439
28 2.540839 2.858079 2.868817 3.000000 3.131291 2.763797 2.320000 2.258352
29 2.591623 3.640625 2.981675 3.490765 3.843342 2.632275 2.008380 2.044693
30 2.071823 2.955801 3.050000 3.029240 4.150000 1.626437 1.605556 1.600000
31 2.542471 3.813230 3.732039 3.972495 4.017682 3.370809 2.798434 2.608696
32 2.762557 3.275229 3.099085 3.834609 3.727412 3.338438 2.428354 2.283969
33 2.485050 3.026667 2.950000 3.736667 3.883721 2.333333 2.156667 2.176667
34 2.342183 3.056213 2.713018 3.185410 3.700599 3.201807 1.808383 1.717262
35 2.159898 2.916244 2.785714 3.010390 3.609694 2.080940 1.513228 1.692708
36 2.541050 3.122476 3.448043 3.020353 3.309589 1.819539 1.924324       NA
37 3.141141 3.996970 3.811940 4.219880 4.201780 3.715569 2.906907 2.479042
38 2.077320 3.195876 3.078534 4.041237 3.765625 2.883598 2.331606 2.187500
39 2.135294 3.244118 2.492625 2.957958 3.814706 1.350148 1.403561 1.382789
40 3.252941 4.100000 3.982249 4.345029 4.202381 3.923077 3.160714 2.822086
41 3.230978 3.702997 3.645777 3.910082 3.945355 3.733516 3.539945 3.335180
42 2.375000 3.888000 2.910082 3.409836 3.973262 3.025424 2.512535 2.518106
43 2.416290 3.795455 3.063348 3.746606 4.203620 2.538813 1.918182 1.815668
44 2.391473 3.034816 2.494094 2.400000 2.686508 1.590909 1.736634 1.776680
45 2.480808 3.186275 2.885312 3.794059 3.827655 2.507795 2.080000 1.963830
46 2.164855 2.734657 2.627057 3.633212 3.666052 1.558541 1.837037 1.932234
47 2.709804 3.492188 3.417969 3.843750 3.746094 3.453125 3.476562 3.117188
48 2.526786 3.213650 3.247024 3.839286 4.131343 3.014837 2.569733 2.379822
49 2.334975 2.985185 2.937965 2.783582 4.099010 1.565432 1.542500 1.598015
50 3.113208 2.798834 3.252149 3.075630 3.083102 2.619335 2.650289 2.683060
51 2.522124 3.905882 3.121302 3.914454 4.326409 2.440476 1.881306 1.802395
52 2.261538 3.428205 3.020513 3.361538 3.635897 2.474359 2.335897 2.238462
53 2.443350 3.014815 2.642680 3.653465 3.761787 2.642500 2.267327 2.268657
54 3.200000 3.762791 3.341232 4.224299 4.234742 3.341969 2.738095 2.518692
55 2.860215 3.107527 2.989247 3.282609 3.150538 3.202247 2.988764 2.931818
56 2.675676 3.700809 3.172507 4.024324 4.097297 2.371191 2.367847 2.284553
57 3.014164 3.657224 3.810198 3.334278 3.966006 2.752841 2.676136 2.661932
58 2.133676 2.956186 2.865633 2.933862 4.030928 2.095361 1.899743 2.424165
59 3.041199 3.712177 3.688213 3.966292 4.048148 3.878229 3.219331 3.157895
60 2.237209 2.812403 2.827372 3.032508 3.635514 1.464286 1.423913 1.733645
61 2.170354 2.535398 2.503876 2.732222 3.486065 1.495506 1.754717 1.874444
62 1.930147 4.036765 1.826923 4.117647 4.069853 4.500000 3.088235 2.621324
63 3.787634 3.895442 3.761773 3.989160 4.013514 3.840108 3.750000 3.754144
64 2.189474 2.810526 2.378947 3.863158 3.557895 3.410526 3.263158 3.180851
65 3.368889 3.569507 3.779817 4.166667 3.963801 3.866667 3.625616 3.260204
66 2.597701 3.415827 3.105036 3.750000 3.766617 2.211480 1.915929 1.944200
67 2.635266 3.374396 2.854722 4.012136 4.014599 2.154242 2.141119 1.946602
       C16K     C16L     C16M     C16N     C16O INFL_POL INFL_ORG INFL_PRO
1  1.559322 1.870307 2.313993 2.600000 1.848797 1.875706 3.141525 3.869831
2  2.107784 2.075362 2.487032 3.324022 1.947853 2.260417 3.459730 3.581308
3  2.124585 2.290698 2.577629 3.449082 2.270903 2.245033 3.099311 4.070055
4  1.757143 1.649351 2.047865 2.775033 1.525490 1.583226 2.571518 3.461550
5  2.234727 2.056106 2.167203 2.621451 2.394040 2.154427 3.427996 3.649707
6  1.815835 1.697436 2.074138 2.868825 1.565295 1.681999 2.766042 3.537620
7  3.089888 2.888889 3.195402 3.454545 3.411111 3.175926 3.607407 3.607963
8  2.434066 2.719780 3.059783 3.606557 2.464481 2.824324 3.893116 4.361351
9  1.992021 2.140957 2.079787 3.303191 2.010638 2.091755 3.438165 3.709530
10 1.863158 2.009852 2.304721 3.133891 2.011050 2.010654 3.409669 3.949745
11 1.544928 1.636103 1.874644 3.112426 1.543605 1.651709 2.805556 3.878646
12 2.166292 2.255079 2.596811 3.186517 1.916479 2.169265 3.515899 3.618903
13 2.513386 2.542453 2.838811 3.176166       NA 2.906878 3.553251 3.586841
14 2.582397 2.655617 3.088398 3.566421       NA 2.561700 3.699150 3.589739
15 2.030189 2.242537 2.428835 3.177449       NA 2.152752 3.043103 3.878309
16 1.679803 1.625616 2.142857 3.334975       NA 1.720588 3.897783 3.814461
17 1.468531 1.646853 2.063158 3.428070 2.135338 1.636863 3.188293 4.087514
18 2.097930 1.849758 2.226984 3.262830       NA 1.981017 3.004415 3.444293
19 2.729577 2.585227 3.058172 3.168975 2.715942 2.791093 3.597489 3.834367
20 2.643939 2.449495 2.848485 3.394937 2.959494 2.644360 3.542094 3.935714
21 2.644628 2.788618 3.117886 3.512000 2.794355 2.806894 3.986667 3.805667
22 1.802198 1.671587 2.255474 3.615385 1.700730 1.723236 2.908088 3.774635
23 2.850000 2.747801 3.038462 3.255132 3.108359 3.146860 3.823095 3.751667
24 1.876033 1.821429 2.066852 3.057534 1.688705 1.973672 2.827186 3.829508
25 1.431193 1.419355 1.799087 2.746606 1.672897 1.466134 2.660088 3.586915
26 1.862850 1.783245 2.287417 3.060484 1.577389 1.580574 2.858366 3.601161
27 1.894595 1.927027 2.291005 3.097884 1.357724 1.912478 3.171212 3.755915
28 2.224719 2.202247 2.318284 2.796053       NA 2.251820 3.302482 3.234716
29 1.899160 1.952778 2.970745 3.338667 1.950000 1.981102 3.401259 3.744703
30 1.620112 1.620112 1.810056 3.348571       NA 1.610497 2.467491 3.767031
31 2.346535 2.374257 3.185910 3.638835 2.972056 2.542714 3.642035 4.053531
32 2.275229 2.175355 2.312789 2.508634 2.344564 2.297294 3.355789 3.740146
33 2.130435 2.106667 2.305369 3.371622 2.096990 2.142222 2.977629 3.914784
34 1.696429 1.586310 2.271386 3.278932 2.272997 1.707108 3.055470 3.668133
35 1.708333 1.613577 2.583548 3.502564       NA 1.633721 2.669011 3.510059
36 1.815115       NA 2.248641       NA 1.971622 1.869771 3.282662 3.400381
37 2.379518 2.674699 2.982036 3.609610 2.728097 2.617808 3.895280 4.101716
38 2.098446 1.994764 2.447917 2.673575 2.312500 2.158076 3.055412 3.759966
39 1.372727 1.498525 2.136095 3.112426 1.372024 1.415683 2.841494 3.494853
40 2.565476 2.940828 3.250000 3.617284 3.035503 2.874020 4.054924 4.265819
41 3.198895 3.096419 3.323288 3.643454 3.386431 3.290174 3.642922 3.865263
42 2.679666 2.377778 2.945799 3.490566 2.628571 2.528455 3.775178 3.733466
43 1.770642 1.784404 2.360731 3.368182 1.861751 1.829563 3.151207 3.878507
44 2.041176 1.982283 2.389105 2.775629 1.477137 1.888509 2.845143 3.047921
45 1.928571 2.087866 2.262097 3.409274       NA 2.024320 3.039083 3.875064
46 1.820037 1.664193 1.871747 2.670433       NA 1.815693 2.623357 3.541312
47 2.839844 2.695312 3.039062 3.550781 3.036000 3.032227 3.544747 3.613619
48 2.234421 2.367953 2.357143 3.113772 2.459701 2.387982 3.607598 4.079657
49 1.612346 1.619403 1.823232 3.377171 1.557789 1.597531 3.181106 3.830665
50 2.556757 2.738544 2.655738 3.234463       NA 2.649474 2.714728 3.070914
51 1.783383 1.746224 2.421687 3.386905 1.907738 1.800885 3.012952 4.034946
52 2.217949 2.187179 2.579487 3.223077 2.117949 2.244872 3.524786 3.229829
53 1.877193 2.071960 2.532338 2.905941 1.915212 2.127572 3.361111 3.761700
54 2.890995 2.746479 3.304762 3.317536 2.644231 2.727064 3.996575 4.222576
55 2.965517 2.811111 2.881720 3.076923 3.081395 2.912088 2.983871 3.188172
56 2.280654 2.627717 2.847411 3.816216 2.227397 2.391285 3.571171 4.186351
57 2.600000 2.752137 2.721591 3.556818 2.485795 2.674479 3.552408 3.770433
58 2.216495 2.365039 2.314433 3.603093 2.088083 2.226221 3.391108 3.782179
59 3.133333 3.119850 2.753731 3.606742 4.026022 3.155904 3.733516 4.229106
60 1.763608 1.776050 1.851163 2.771739       NA 1.674160 2.941377 3.498961
61 1.996652 1.885428 2.236930 2.865256 1.685268 1.877451 2.542133 3.379576
62 2.404412 2.085185 1.527881 3.276753 4.147059 2.551164 4.053309 3.870956
63 3.667590 3.729508 3.699187 3.782842       NA 3.727252 3.962590 3.962433
64 3.021739 2.554348 2.423913 2.847826 2.904255 3.028947 2.921930 3.410000
65 2.795000 2.809045 3.457944 3.596939 3.894737 3.103120 3.738147 3.964894
66 1.997085 2.322674 2.626628 3.220290 1.773669 2.046202 3.198913 3.799449
67 1.647202 1.990315 2.002421 3.216019 2.845036 1.931361 3.367397 4.057810
   INFL_ECO INFL_PER      O4A      O4B      O4C      O4D      O4E      O4F
1  2.787006 2.298305 2.316981 2.251880 1.652830 1.635338 1.902256 2.571429
2  2.494732 2.778855 1.618280 2.642045 2.389831 2.349432 2.505682 1.963173
3  2.503599 2.470523 2.866667 2.705491 2.334992 2.457711 3.812292 3.393688
4  2.220744 2.267418 2.973164 2.627972 2.265449 2.410940 3.240331 3.037344
5  2.895833 2.232055 3.570968 3.013245 2.297030 2.173913 3.344262 2.078947
6  2.077432 2.474901 3.335863 3.251908 2.676190 2.743346 3.267686 3.156190
7  3.185185 3.629630 3.777778 3.766667 3.393258 3.322222 3.211111 3.123596
8  3.014124 2.496396 3.326087 2.918478 2.430939 2.135870 3.265193 3.267760
9  2.776042 2.667996 1.978142 2.366120 1.802740 1.887671 2.606557 2.174863
10 3.115435 2.626615 2.141221 2.169231 1.850575 1.820611 2.015267 2.177606
11 1.903715 2.312500 2.934718 2.690184 2.293413 2.470238 3.727273 2.938235
12 2.713599 2.513348 2.312910 2.540481 1.892544 1.962801 2.571429 2.905908
13 3.097994 2.694187       NA       NA       NA       NA       NA       NA
14 3.094848 2.599091       NA       NA       NA       NA       NA       NA
15 2.745598 2.690734       NA       NA       NA       NA       NA       NA
16 2.568627 1.910948       NA       NA       NA       NA       NA       NA
17 2.484099 2.883162 2.236220 2.169960 1.777344 1.882812 3.145038 3.118321
18 2.224087 2.378855 2.964286 2.546232 2.256988 2.418478 3.632558 3.096974
19 2.990223 2.802989 2.569482 2.820163 2.211382 2.183060 2.608696 2.828338
20 3.284160 2.650376       NA       NA       NA       NA       NA       NA
21 3.160544 2.567604 2.991736 3.020325 2.842105 2.862348 2.991870 3.008097
22 2.529805 2.593674 3.027778 2.984127 2.195219 2.414343 3.797619 3.813492
23 2.862717 2.550476 2.992126 2.853175 2.234127 2.282869 2.948000 2.916335
24 2.273224 2.540528       NA       NA       NA       NA       NA       NA
25 2.170370 2.503655       NA       NA       NA       NA       NA       NA
26 2.583884 2.405826 3.259972 3.061644 2.564384 2.628767 3.603001 3.538776
27 2.625000 2.254522 2.211796 2.173797 1.742627 1.756684 2.530667 2.309333
28 2.310280 2.563966       NA       NA       NA       NA       NA       NA
29 3.113736 2.919897 2.293040 2.071429 2.040741 2.055351 2.729927 2.683636
30 1.748619 2.645719 2.430233 2.452941 2.168605 2.325444 3.306358 3.790960
31 3.382275 2.580625 4.065708 3.746914 2.600414 2.404167 3.871102 3.139583
32 3.007470 2.789844 2.295107 2.712074 2.064122 2.151562 2.487730 2.347095
33 2.341270 2.533223 2.794425 2.554386 2.402098 2.529617 3.307692 2.864111
34 2.377008 2.477517 2.582317 2.265244 2.006135 1.903727 3.483077 2.664634
35 2.336310 2.180135       NA       NA       NA       NA       NA       NA
36 2.601166 2.680761       NA       NA       NA       NA       NA       NA
37 3.544872 2.979351 2.765273 2.875000 2.289902 2.141479 3.164516 2.463023
38 2.504433 2.310000 2.385787 1.974359 1.730570 1.761658 2.214286 3.090909
39 2.462793 2.468627 2.643750 2.850000 2.121118 2.264151 2.640867 3.093168
40 3.395098 3.165725 3.219858 2.591837 2.091549 1.978723 3.430556 2.673469
41 3.376389 3.153533 3.417241 3.237931 2.879725 2.816609 3.470790 3.237113
42 2.900545 2.423460 2.561497 2.450402 1.827957 1.930108 2.225201 1.927614
43 2.895173 2.520362 2.127854 2.195455 1.872146 1.840909 2.427273 2.433790
44 2.409091 2.504798 3.102410 3.044000 2.682000 2.714000 3.485944 3.302000
45 2.518411 2.633853       NA       NA       NA       NA       NA       NA
46 2.022556 2.511209       NA       NA       NA       NA       NA       NA
47 3.258106 2.859375 3.464844 3.476562       NA 2.839844 2.691406 3.031250
48 2.982793 2.548039 2.404908 2.643077 2.101538 2.098462 2.938462 2.549080
49 2.354762 2.489327 2.852500 2.300000 2.158690 2.200501 2.804020 3.193467
50 2.943182 2.843496       NA       NA       NA       NA       NA       NA
51 2.864125 2.647605 1.911504 1.941176 1.572700 1.604106 2.780415 2.547059
52 2.683938 2.556838 2.307692 2.576923 2.210256 2.241026 2.474359 2.466667
53 2.932305 2.632184 2.264631 2.167939 1.686076 1.646465 2.083333 2.399491
54 3.394860 2.846908 2.709677 2.691589 2.200000 2.014286 2.347418 2.246512
55 2.945652 2.876344 3.155556 3.157303 3.147727 3.056180 3.217391 3.241758
56 2.906393 2.645103 2.501377 2.057377 1.928767 1.824658 3.298913 2.220708
57 3.261770 3.091337 2.337278 2.449704 2.139053 2.165680 2.742604 2.538462
58 2.847115 2.421368 2.812339 2.241645 1.982005 2.108247 2.955959 3.314433
59 3.676507 2.907609       NA       NA       NA       NA       NA       NA
60 2.338558 2.419461 3.487091 3.086207 2.969125 3.025729 3.526496 3.105983
61 2.187764 2.419705 3.222346 3.376536 2.545050 2.637375 3.573497 3.385984
62 2.142503 2.176471 2.213235 2.481618 2.735294 3.503676 3.108209 1.511111
63 3.760218 3.771671       NA       NA       NA       NA       NA       NA
64 2.424561 2.359649 2.518519 2.240741 2.188679 2.057692 2.055556 2.000000
65 3.271111 3.135057 4.036649 4.284264 3.221429 3.395062 4.226804 4.251256
66 2.715672 2.651124 2.785285 2.514925 2.327869 2.394345 3.354694 3.044776
67 2.232042 2.698873 2.267500 2.518797 1.820000 2.160000 3.273183 3.189526
        O4G      O4H      O4J      O4K POL_TRST      C14A      C14B      C14C
1  2.329365 1.656604 2.427481 3.075758 2.072682 73.129252 68.600683 46.779661
2  1.922190 2.330508 2.323782 2.798867 2.399247 30.144928 72.471910 42.209632
3  3.286957 2.637437 2.567340 3.126878 2.634052 28.358209 76.206323 13.388430
4  2.630747 2.867220 2.130127 3.353591 2.619611 44.546649 80.000000 48.575130
5  3.183333 2.406667 2.336735 3.751634 2.973992 50.473186 46.153846 33.860759
6  2.952663 2.828897 2.142023 3.296786 3.089792 32.931034 79.351536 56.027165
7  3.104651 2.872093 3.393258 3.555556 3.646296 71.590909 69.318182 49.425287
8  3.103261 3.130435 3.135870 3.663043 2.894022 32.608696 57.837838 31.182796
9  2.195055 2.363388 2.128415 2.953425 2.049636 19.733333 77.866667 56.684492
10 2.353846 2.053846 1.838462 2.619772 2.056616 51.711027 75.190840 56.704981
11 2.911315 2.699700 2.370370 3.423529 2.645650 34.210526 89.884393 38.681948
12 2.475877 2.732892 1.993377 3.242358 2.249453 35.913978 71.125265 48.614072
13       NA       NA       NA       NA       NA 81.903276 38.087774 86.292835
14       NA       NA       NA       NA       NA 14.727273 22.727273 20.218579
15       NA       NA       NA       NA       NA 42.355372 74.537988 46.938776
16       NA       NA       NA       NA       NA 35.784314 72.772277 60.294118
17 3.187251 2.135458 1.798354 3.288973 2.061608 59.154930 80.496454 66.549296
18 2.582751 2.787267 1.867030 3.175466 2.589336 21.122600 90.868925 70.419426
19 3.002717 2.554645 2.732970 3.375000 2.530262 31.868132 36.712329 31.232877
20       NA       NA       NA       NA       NA 49.246231 50.502513 38.442211
21 2.991770 3.004255 3.016461 3.251012 2.943320 26.122449 47.967480 31.707317
22 3.828571 3.036735 2.487069 3.380000 2.736111 55.805243 68.283582 62.730627
23 3.361789 2.726141 3.016260 3.148000 2.688320 28.398792 22.455090 40.419162
24       NA       NA       NA       NA       NA 41.456583 84.090909 64.606742
25       NA       NA       NA       NA       NA 38.139535 94.642857 59.375000
26 2.838109 3.061224 2.304895 3.570081 2.960771 56.081081 77.595628 49.933599
27 2.460490 1.668449 1.799451 2.275401 2.042110 37.950139 77.534247 36.263736
28       NA       NA       NA       NA       NA 49.772727 74.496644 71.840355
29 2.911765 2.518939 2.599251 2.802920 2.145455 49.572650 56.857143 56.749311
30       NA 2.863905 2.046784 3.417143 2.358382 35.119048 84.117647 36.416185
31 3.924686 2.710359 1.903967 3.679089 3.473306 53.400000 49.900200 49.498998
32 2.617512 2.797214 3.198462 3.116386 2.354421 64.296754 52.241113 30.652504
33 3.216028 2.822300 2.196491 3.209059 2.584204 52.145215 91.721854 44.518272
34 3.403670 2.606250 2.128931 2.951070 2.286077 55.988024 65.088757 58.284024
35       NA       NA       NA       NA       NA 38.701299 76.470588 60.204082
36       NA       NA       NA       NA       NA 48.178138 91.756757 22.911051
37 2.676375 2.861736 3.247588 3.888179 2.648504 56.666667 51.212121 43.243243
38 3.408163 2.324873 2.191710 3.335025 2.053872 43.157895 58.854167 35.937500
39 3.580247 2.363636 2.453376 3.423313 2.533540 40.849673 75.625000 78.313253
40 3.354610 3.262411 3.358621 3.760274 2.631757 45.614035 49.411765 38.285714
41 3.413793 3.173611 3.500000 3.363014 3.175258 49.844237 33.823529 37.910448
42 2.846774 1.967828 2.379679 3.307278 2.281640 29.066667 58.510638 41.379310
43 2.926606 2.123288 2.027273 3.184332 2.065909 55.045872 66.972477 83.181818
44 3.184805 2.749487 2.144397 3.231388 2.943333 42.886179 84.418146 53.968254
45       NA       NA       NA       NA       NA 35.671343 83.365571 25.875486
46       NA       NA       NA       NA       NA 26.833631 90.102389 67.530225
47 3.550781       NA 3.040000 3.000000 3.470703 51.750973 57.198444 60.311284
48 2.665644 2.695385 2.876923 3.404908 2.380368 29.737609 67.826087 24.709302
49 3.170157 2.630653 2.536709 3.374372 2.438333 48.628429 78.271605 58.560794
50       NA       NA       NA       NA       NA  9.439528  7.323944  5.586592
51 3.005917 2.068657 1.699405 3.073529 1.812805 58.823529 60.471976 87.202381
52 2.615385 2.412821 2.215385 3.087179 2.364957 68.717949 65.384615 67.179487
53 2.688776 1.926768 2.060914 2.645729 2.035443 47.545220 62.915601 36.340852
54 3.525581 3.093458 3.911628 4.004630 2.542243 52.195122 44.607843 55.102041
55 3.101124 3.055556 3.098901 3.053763 3.148148 21.505376 46.739130 32.978723
56 2.278090 2.335165 2.585165 3.377717 2.160309 21.325648 75.274725 39.722222
57 2.189349 2.659763 2.547337 2.784024 2.308679 61.931818 85.875706 85.875706
58 3.025840 2.318766 2.015464 3.317010 2.345330 39.743590 81.794872 46.786632
59       NA       NA       NA       NA       NA 40.363636 42.028986 33.941606
60 2.822380 3.208547 2.286467 3.467466 3.178653 48.960302 96.533795 85.121107
61 2.715884 2.941046 1.918345 3.382647 3.044865 28.460687 82.872928 49.777778
62 1.600000 2.246212 3.036765 3.536765 2.476716  4.460967  4.444444  1.470588
63       NA       NA       NA       NA       NA 46.408840 46.388889 43.206522
64 2.148148 2.407407 2.055556 2.660377 2.311728 46.236559 79.569892 77.659574
65 4.285714 3.535032 3.653409 3.505102 3.923333 25.210084 22.685185 28.436019
66 3.095890 2.699700 2.498489 2.994092 2.543155 52.941176 81.250000 46.417910
67 3.260000 2.442211 2.774436 3.324257 2.204489 12.652068 75.794621 11.622276
        C14D      C14E      C14F      C14G      C14H      C14J       C14K
1  32.191781 46.048110 70.890411 81.355932  7.482993  9.491525  7.4576271
2  28.770950 27.401130 40.687679 61.731844 46.067416  5.337079  4.4943820
3  51.575456 48.338870 30.897010 42.358804 74.406780 35.655058  1.3223140
4  17.205692 21.656051 70.418848 66.363636 52.542373 44.072165  1.5056462
5  14.057508 20.125786 41.979522 57.692308  3.594771  4.620462  3.3112583
6  40.869565 36.020583 78.694158 83.447099 51.245552 11.243612  3.2423208
7  61.363636 51.136364 56.179775 70.114943 51.724138 38.636364 41.6666667
8  43.783784 36.956522 49.456522 64.130435 39.130435 10.326087  5.4054054
9  51.200000 36.898396 36.436170 88.031915 26.329787  3.191489  1.3297872
10 16.475096 24.427481 63.740458 86.206897 37.642586  3.816794  1.9011407
11 64.954683 57.478006 65.178571 85.100287 58.176101 16.091954  0.8522727
12 42.948718 36.538462 46.055437 64.680851 45.726496 12.869198 10.1479915
13 47.880691 27.500000 54.173228 81.250000 82.992126 17.729393 18.8087774
14 20.255474 10.363636 15.454545 34.363636 36.745887  6.557377  3.8251366
15 34.077079 27.180527 61.030928 59.221311 71.017699 12.121212  5.4766734
16 74.509804 46.305419 57.352941 48.529412  7.389163  7.352941  5.3921569
17 42.253521 44.014085 77.192982 89.583333 40.310078 21.830986  1.7421603
18 71.902655 54.310980 80.927835 95.139912 76.951673 41.046426  2.9563932
19 26.997245 24.242424 34.903047 47.222222 65.181058 13.259669 11.9113573
20 49.497487 38.442211 51.507538 47.738693  6.265664 10.050251  6.5326633
21 26.122449 21.138211 33.877551 42.857143 44.444444  9.274194  4.4176707
22 66.666667 25.461255 56.928839 63.837638 77.566540 13.186813 12.1323529
23 40.116279 20.699708 34.029851 39.296188 30.791789 10.850440 15.2941176
24 65.168539 30.704225 77.247191 70.165746 79.579580 46.005510  0.5479452
25 33.789954 38.990826 72.558140 87.962963 26.291080  2.690583  0.4424779
26 18.958611 16.733068 73.761714 54.886212 66.048502 37.500000  4.0843215
27 55.945946 32.439678 38.440111 42.382271 19.197708  9.162304  1.8421053
28 51.529412 62.360802 64.545455 78.828829 64.250000 34.762980 10.4575163
29 43.195266 47.282609 61.218837 71.900826 41.498559 45.856354 27.8236915
30 47.272727 39.285714 38.509317 77.906977 28.301887 37.426901  1.1173184
31 38.056680 31.589537 41.247485 75.000000 55.804481 17.434870 12.7490040
32 25.644917 23.520486 60.821485 83.841463 10.687023  6.870229 15.9937888
33 46.666667 55.518395 82.781457 88.000000 83.557047 17.666667  2.9702970
34 72.916667 42.261905 65.568862 84.660767 75.157233 23.145401 14.2433234
35 68.556701 41.687980 51.715040 76.606684 67.759563  7.575758  2.2784810
36 40.544218 38.700947 39.945652 70.985155 87.755102        NA  4.5822102
37 35.975610 45.481928 63.473054 85.329341 54.716981 15.361446 20.3030303
38 17.801047 29.946524 53.439153 63.402062 11.111111 10.471204  8.9005236
39 47.416413 36.826347 75.232198 91.158537 44.480519 19.287834  4.4510386
40 35.928144 26.666667 62.427746 63.218391 39.156627 11.585366 25.9036145
41 42.261905 31.044776 42.899408 57.227139 49.401198 23.214286 25.1533742
42 21.657754 22.133333 42.819149 59.574468 41.600000  7.957560  5.8510638
43 47.511312 39.545455 65.740741 85.844749 26.363636 11.415525  5.9090909
44 56.969697 46.262626 87.944664 84.251969 40.824742 17.391304  4.6966732
45 47.140039 49.607843 50.509165 74.902724 69.117647 23.404255  1.9455253
46 65.000000 51.356239 71.086556 93.728814 50.905433 27.464789  0.3344482
47 62.256809 63.424125 53.307393 48.249027 64.980545 66.147860 33.8521401
48 35.672515 29.941860 30.903790 63.953488 60.471976 10.818713  4.6783626
49 62.189055 53.349876 64.444444 80.645161 64.925373 47.160494 34.9009901
50  9.166667  5.633803  9.322034  8.938547  2.528090  5.084746  2.8490028
51 46.176471 29.203540 61.764706 86.725664 30.294118 12.058824 10.3857567
52 45.128205 45.897436 77.179487 86.410256 33.076923 27.692308 26.6666667
53 44.000000 16.417910 49.874055 48.223350 39.018088 11.851852  5.2238806
54 41.062802 38.207547 80.476190 79.812207 63.366337 14.903846 16.0804020
55 43.478261 33.333333 36.263736 55.434783 54.838710 15.053763  1.0638298
56 47.353760 46.927374 47.838617 77.472527 53.230769 10.863510  1.1267606
57 54.647887 43.342776 64.124294 68.644068 31.073446  8.169014  3.6619718
58 42.673522 34.961440 52.185090 54.871795 40.779221  2.051282  2.3076923
59 44.727273 29.927007 38.768116 31.272727  3.985507  5.090909  3.6363636
60 48.269581        NA 94.964029 98.109966 81.690141 42.931937  0.8576329
61 25.612472 28.903654 63.222222 66.592920 64.062500 32.853982  1.1061947
62 33.333333  9.665428 37.638376  9.701493  2.214022 38.602941 79.0441176
63 46.518106 40.431267 43.888889 61.956522 57.734807 41.416894 34.8066298
64 37.234043 33.684211 48.936170 60.000000  6.382979 35.789474  3.1578947
65 27.149321 17.351598 19.069767 23.636364 12.558140  6.756757  5.0000000
66 35.196375 47.234679 74.925373 78.358209 74.267101 25.187406  3.9823009
67 53.041363 41.075795 37.378641 63.834951 35.308642 10.462287  3.3980583
         C14L       C14M   C18A_s    C18B_s   C18C_s   C18D_s   C18E_s   C18F_s
1   7.4829932  3.0612245 52.33645 52.314815 76.63551 80.00000 77.93427 61.68224
2   8.1005587 10.9550562 57.38832 30.584192 60.06826 49.29577 51.95730 53.71025
3  18.0165289 36.2862010 33.65385 17.456897 69.16488 59.47712 80.30303 63.01075
4          NA         NA 65.17857 27.485380 91.39633 74.34402 82.46377 64.29608
5   3.3003300  2.4844720 76.82403 47.598253 86.28319 65.89862 53.11005 52.77778
6  11.4840989 22.8163993 48.36957 26.932668 78.81773 50.25253 59.39850 35.17588
7  43.3734940 54.7619048 79.59184 83.673469 73.46939 67.34694 62.50000 65.30612
8   5.4054054  9.1891892 84.68468 72.727273 86.11111 63.30275 67.88991 65.13761
9   1.8617021  6.1170213 36.82171 35.135135 68.33977 58.91473 74.13127 42.47104
10  2.2988506 13.7404580 19.51220 23.577236 65.85366 66.80162 74.07407 70.24793
11  4.3352601  9.6774194 35.95506 24.104235 66.24606 68.19672 75.56270 44.48052
12 14.7679325 12.0507400 28.98551 33.809524 53.88350 32.36715 39.21569 37.19807
13 12.9082426 28.2812500 44.04494 43.176734 71.30045 65.40179 70.02237 58.65169
14  5.1188300  5.1188300 42.73504 32.285714 48.70317 53.62319 50.28902 63.79310
15         NA         NA 21.11324  7.400380 77.86260 61.99616 88.35878 65.63107
16  5.3921569  5.3921569 70.27027  9.150327 93.50649 95.42484 73.85621 71.05263
17 21.4788732 20.6405694 21.42857 18.309859 69.48357 69.85646 71.63462 62.26415
18         NA         NA       NA        NA       NA       NA       NA       NA
19 11.9113573 11.1731844 86.63594 84.403670 68.37209 44.07583 44.28571 64.18605
20  7.0528967 14.8614610 52.03620 50.892857 60.98655 59.37500 61.60714 43.11111
21  7.6305221  8.4337349 66.99029 62.264151 75.00000 42.71845 51.92308 52.38095
22 12.9770992 22.0077220 16.01942 42.660550 74.17840 61.72249 69.04762 52.83019
23 13.7931034 15.1603499 80.88235 50.000000 70.50360 63.97059 65.67164 62.58993
24  2.1857923 24.6458924 44.18605 33.132530 93.78698 66.77316 91.69139 44.54829
25  5.8558559  6.3063063 66.66667 27.611940 83.45324 69.62963 77.37226 53.38346
26         NA         NA 31.84818 14.437690 90.33675 66.35659 71.12135 57.44681
27  0.5249344  0.7894737 48.45679 13.017751 73.59050 70.42683 79.32099 60.36585
28 10.1731602 20.7589286 41.66667 22.459893 55.80110 37.14286 39.32584 33.14286
29 24.3478261 23.9067055 41.04478 26.351351 82.31293 83.91608 89.11565 64.08451
30  6.2146893 11.4942529 71.17117 49.557522 68.37607 41.44144 52.77778 46.78899
31 22.8744939 23.3265720 74.38272 45.794393 92.83489 82.24299 72.50000 71.42857
32         NA         NA 80.83333 66.876310 91.15789 78.44828 75.59913 55.67452
33  4.9668874 18.6046512 41.15044 34.955752 82.30088 60.79295 68.75000 46.46018
34 15.2238806 12.7976190 22.58065 10.424710 82.95455 79.37743 86.23482 79.84496
35         NA         NA 35.12748 18.361582 64.04494 64.51613 71.22093 52.17391
36  2.8263795  8.9068826 35.17915 59.935380 51.54472 52.44300 61.50082 44.05941
37 16.2650602 20.9090909 79.22078 69.426752 92.30769 86.45161 81.93548 67.53247
38  8.3333333  7.8125000 56.25000 39.583333 70.00000 65.51724 66.66667 41.86047
39  4.4642857 20.3030303 33.45070 32.119205 72.63844 77.02703 80.13468 70.52980
40 14.9700599 16.3636364 87.30159 73.437500 89.06250 78.12500 70.96774 70.31250
41 27.7258567 26.7080745 68.90756 62.184874 80.67227 71.92982 65.21739 63.55932
42  6.3829787  5.0397878 69.28105 58.360656 73.11475 54.45545 53.97351 56.43564
43  6.7873303  9.0497738 67.79661 69.491525 72.03390 64.95726 66.10169 50.86207
44 11.7878193 28.2352941 16.95906 16.504854 76.97517 75.62077 77.60181 59.01639
45         NA         NA 34.45122 15.176152 77.60417 79.89276 89.29504 72.46753
46         NA         NA 53.91566 47.846890 85.84687 66.49874 84.70874 71.16883
47 35.4085603 51.3618677 64.39791 67.539267 57.59162 49.20635 35.97884 38.42105
48  3.2069971  5.2631579 47.65343 39.642857 84.28571 70.96774 71.48014 51.79856
49 36.3861386 41.0891089 64.46541 24.137931 83.54430 70.25316 77.60252 62.97468
50         NA         NA       NA        NA       NA       NA       NA       NA
51  7.7151335  9.5238095 64.53488 64.161850 62.64368 50.00000 43.02326 38.23529
52 18.4615385 21.2820513 14.73684 24.912281 59.64912 71.92982 66.66667 52.63158
53  4.9382716 17.9104478 28.61190 15.625000 65.81921 79.48718 83.76068 66.38177
54 15.9203980 27.6923077 92.48120 82.089552 92.30769 74.21875 63.11475 75.38462
55  7.5268817  5.3191489 40.74074 40.350877 45.61404 37.50000 38.98305 29.82456
56  3.0898876 14.6892655 45.21073 37.827715 81.41264 67.31518 85.17110 53.99240
57 14.9295775 16.0563380 27.45098 32.156863 88.23529 75.98425 84.25197 46.66667
58  7.4742268  7.7120823 24.70238 10.374640 61.67147 59.63855 63.31361 40.35088
59  5.7971014 11.6788321       NA        NA       NA       NA       NA       NA
60         NA         NA 30.22508 18.035427 79.96795 60.00000 73.38710 53.77207
61         NA         NA 58.42246 21.094793 86.81758 71.69559 78.34225 69.14894
62  4.0441176 73.8970588 44.57831 29.957806 54.61847 26.66667 20.56452 10.46025
63         NA         NA 68.83117 79.746835 92.40506 83.66013 80.00000 69.67742
64  7.4468085 13.8297872 18.86792  9.433962 62.74510 81.13208 77.35849 50.00000
65  4.0723982  4.5662100 80.14706 67.153285 84.96241 80.00000 72.38095 78.33333
66  4.6920821 11.6691285 40.35785 49.557522 70.51724 66.10801 77.28086 60.21127
67  3.8740920 10.1694915 22.16216 16.976127 71.95767 37.56757 63.53887 21.71582
     C18G_s   C18H_s    C18J_s   C18K_s   C18L_s   C18M_s   C18O_s    C19A_s
1  47.61905 88.26291  93.48837 66.19718 63.38028 75.81395 63.67925 43.720930
2  53.70370 85.22337  93.58108 77.81570 78.76712 60.13746 54.76190 27.118644
3  71.65179 92.30769  99.35897 81.56182 84.76395 54.42765       NA 20.044053
4  62.79762 88.64943  97.61571 65.49708 68.85714 58.00866       NA 13.180516
5  62.67281 59.81308  70.13575 63.80090 70.31963 39.33649 41.11675 64.757709
6  60.80402 78.90819  93.46734 60.20151 55.32468 53.86534 32.38095 12.623762
7  65.30612 59.18367  55.10204 59.18367 63.26531 56.25000 60.41667 72.000000
8  47.70642 59.81308  79.62963 48.14815 65.74074 53.27103 61.46789 56.250000
9  73.54086 92.27799  96.91120 91.11969 91.47287 63.70656 50.19455 28.571429
10 66.93878 85.30612  97.97571 87.19008 79.91803 70.04049 51.85185 34.552846
11 71.86441 79.48718  97.79180 64.66667 71.79487 46.81529 30.35714 16.447368
12 43.96135 61.72249  79.80769 62.62136 67.94258 38.04878 36.89840 27.358491
13 56.40449 81.87919  85.81081 83.33333 76.52370 53.61991       NA 32.207207
14 58.57143 72.77937  88.25215 73.14286 71.91977 58.77193       NA 40.170940
15 39.96024 79.20792  66.92759 64.66019 58.22050 89.79206       NA 14.741036
16 86.92810 85.62092  99.35065 81.81818 95.45455 53.28947 32.85714 53.289474
17 49.75124 79.24528  95.85253 57.74648 54.67290 69.33962 37.66234 23.902439
18       NA       NA        NA       NA       NA       NA       NA        NA
19 63.55140 73.48837  87.61468 81.01852 83.33333 38.46154 50.00000 43.317972
20 35.55556 38.11659  77.53304 66.96035 73.45133 72.12389       NA 61.674009
21 53.46535 84.46602  94.17476 80.18868 88.67925 53.33333 56.38298 43.396226
22 47.86730 88.37209  93.54839 75.11737 66.82243 57.76699       NA 29.648241
23 46.32353 67.64706  77.61194 54.41176 62.77372 47.32824 56.81818 55.223881
24 62.65432 93.21534  97.34513 82.54438 51.65165 71.64179       NA 13.846154
25 85.00000 85.61151  92.80576 76.11940 70.07299 78.98551       NA 11.940299
26 59.87749 85.24590  94.72914 56.21212 63.70370 59.58084       NA 12.743628
27 49.53271 90.33233  97.90419 74.53988 77.64350 55.10836       NA 21.068249
28 42.44186 73.07692  80.97826 69.94536 64.51613 48.57143       NA 17.877095
29 63.57143 89.26174  93.24324 78.76712 73.33333 79.33333 53.22581 31.724138
30 50.87719 84.21053  95.76271 40.59406 57.01754 26.12613       NA 46.428571
31 72.84345 77.31629  81.63934 70.60703 76.19048 68.35443 58.36066 49.216301
32 75.66964 89.54248  94.54927 89.49580 88.38174 63.88889 64.86486 77.754678
33 60.26786 86.34361  97.80702 70.04405 69.64286 56.19469 41.01382 17.040359
34 60.92437 91.86047  96.93487 77.32794 75.88933 71.37255 52.84974 25.680934
35 71.67630 89.83051  96.61972 70.72464 68.92655 68.20809       NA  5.780347
36 61.78862 78.31715  88.38710 59.12052 63.47403 35.50489 14.35563 13.106796
37 79.48718 82.58065  92.20779 76.66667 88.15789 72.29730 69.65517 71.895425
38 23.80952 72.52747  86.02151 40.90909 49.43820 73.33333 61.79775 47.959184
39 65.42373 82.21477  91.83007 67.20779 65.90164 71.57534 53.79061 41.095890
40 56.25000 73.33333  87.30159 55.55556 81.25000 63.93443 66.12903 81.250000
41 71.55172 80.50847  84.87395 69.23077 77.31092 66.66667 57.79817 60.330579
42 56.14618 74.25743  91.47541 77.37705 84.96732 51.15512       NA 53.594771
43 65.25424 59.32203  64.10256 57.98319 75.63025 65.54622 52.54237 50.420168
44 50.74257 89.05908  96.37527 74.55357 76.10619 59.62877       NA 10.328638
45 80.32345 92.50646  98.97698 80.52632 83.76289 81.10236       NA 22.493225
46 74.48454 88.80952  97.04545 74.63415 75.52941 61.63070       NA 17.754569
47 39.26702 39.47368  53.92670 40.31414 50.26178 54.45026       NA 74.345550
48 71.58273 79.21147  92.80576 82.43728 87.05036 62.23022       NA 47.080292
49 66.03175 75.86207  92.40506 60.88328 70.66246 52.53165 40.12945 21.562500
50       NA       NA        NA       NA       NA       NA       NA        NA
51 61.98830 59.30233  72.83237 53.48837 74.70588 43.67816 51.47929 30.057803
52 53.68421 70.52632  80.70175 71.57895 73.33333 58.59649 21.75439 13.333333
53 57.68116 72.41379  88.45070 58.68946 61.64773 80.96591 56.35838 20.289855
54 69.60000 75.60976  90.29851 83.46457 86.25954 76.80000 67.66917 69.172932
55 33.33333 41.37931  50.84746 39.65517 39.65517 26.31579 20.37037 25.000000
56 68.07692 91.35338  99.26471 84.23077 81.74905 71.96970 48.54772 36.501901
57 40.00000 70.19608  86.66667 80.39216 79.21569 38.43137 37.69841 29.921260
58 68.42105 85.91954  96.26437 71.67630 80.05780 69.25287 30.79268 11.849711
59       NA       NA        NA       NA       NA       NA       NA        NA
60 63.08186 89.71061  96.00639 76.37540 69.03226 59.54693       NA  7.568438
61 61.63102 82.95606  95.88859 69.20000 59.54301 68.52590       NA 10.106383
62  0.00000 60.64257 100.00000 25.40323 25.64103 26.90763 46.98795 20.161290
63 68.55346 74.35897  96.22642 79.87421 87.42138 77.41935       NA 82.911392
64 59.61538 82.69231 100.00000 73.58491 79.24528 56.60377 27.45098  9.433962
65 69.74790 81.66667  91.60305 78.90625 81.88976 78.04878 70.58824 61.904762
66 68.44920 91.65247  97.97297 73.68421 77.33564 51.83888       NA 19.814815
67 46.40000 69.31217  90.76517 59.51743 68.16976 33.95225       NA 27.540107
     C19B_s    C19C_s   C19D_s   C19E_s    C19F_s    C19G_s    C19H_s    C19J_s
1  39.53488 43.925234 66.03774 83.25581  98.14815 25.925926 27.570093 40.277778
2  72.50859 11.604096 78.89273 79.12458  96.65552 56.756757 51.178451 18.791946
3  77.00651  6.034483 74.83589 85.31317  96.35193 50.000000 41.266376  8.207343
4  74.00568  3.932584 67.95977 90.55007  93.39888 33.479532 33.530281  5.974395
5  76.21145 63.436123 69.95516 88.59649  91.44144 80.973451 77.292576 59.649123
6  70.76167  8.599509 59.55335 82.96296  90.19608 29.797980 32.405063 11.442786
7  76.00000 48.000000 46.00000 64.00000  64.00000 62.000000 57.142857 55.102041
8  73.87387 42.342342 55.04587 71.55963  80.18018 89.189189 83.783784 70.000000
9  76.06178  7.782101 76.83398 76.35659  96.88716 33.204633 28.185328 24.806202
10 75.91837 13.524590 72.54098 93.49593  92.21311 40.816327 15.573770 17.479675
11 76.06557  7.051282 83.12102 90.88050  90.56604 43.143813 34.563758 14.851485
12 65.42056 13.084112 50.92593 61.50235  89.30233 54.245283 50.471698 34.112150
13 45.37246 39.954853 42.34234 44.92099  51.13122 27.927928 26.351351 30.995475
14 45.14286 29.059829 49.85507 81.66189  88.82521 75.498575 71.306818 60.744986
15 81.35922  5.252918 41.30435 81.48855  87.47628 23.300971 13.846154  8.704062
16 72.07792 15.686275 89.54248 54.24837  93.50649 51.633987 52.941176 69.281046
17 75.23364  7.109005 58.76777 87.90698  94.41860  8.173077  7.619048 13.679245
18       NA        NA       NA       NA        NA        NA        NA        NA
19 54.16667 41.743119 66.66667 81.27854  93.57798 95.000000 95.000000 66.666667
20 44.73684 55.947137 73.41772 80.00000  77.54237 41.025641 42.918455 79.059829
21 69.52381 30.476190 82.85714 81.90476  96.22642 82.075472 83.809524 63.207547
22 58.04878 15.094340 49.29577 89.86175  91.20370 22.748815 12.796209 18.957346
23 62.22222 41.605839 54.81481 71.53285  90.51095 83.941606 77.372263 41.911765
24 66.25767  6.824926 78.91566 95.26627  93.49112 31.962025 24.115756 10.876133
25 69.85294  5.109489 75.91241 91.42857  94.24460 46.511628 55.384615  7.299270
26 73.96450  6.176471 64.68843 93.27485  90.80292 38.212635 21.383648  9.509658
27 78.86905  9.696970 36.63664 94.02985  97.64012 59.633028 52.121212 20.120120
28 69.14894 27.868852 63.29787 55.30726  86.24339 37.837838 26.486486 20.652174
29 81.25000 21.232877 53.79310 82.66667  86.75497 30.985915 38.405797 22.147651
30 58.11966 10.655738 52.67857 90.00000  97.56098 68.644068 53.508772 30.578512
31 79.68750 34.169279 58.80503 83.48910  90.68323 68.535826 70.278638 52.830189
32 74.22037 39.375000 76.97095 82.98755  94.63918 80.042017 69.894737 73.291925
33 90.22222  2.252252 58.48214 98.67841  96.88889 53.811659 52.888889 12.888889
34 75.90361  5.447471 69.73180 95.47170  96.19772 21.513944 21.721311 13.229572
35 69.85507  2.840909 59.14286 73.44633  95.22472 34.393064 33.333333  6.250000
36 58.13205  8.548387 38.16425 64.14791  85.66828  5.787781  8.695652 14.331723
37 61.43791 50.335570 82.11921 82.11921  89.40397 81.208054 78.378378 73.509934
38 40.40404 36.734694 47.31183 66.66667  90.72165 36.458333 37.894737 51.546392
39 53.08219 20.529801 56.75676 93.48534  88.59935 18.213058 15.570934 37.704918
40 71.66667 41.935484 71.87500 72.58065  83.87097 77.419355 75.806452 70.491803
41 63.63636 49.586777 65.00000 70.24793  88.33333 61.666667 61.864407 61.983471
42 74.75410 42.622951 68.30065 84.31373  95.08197 78.758170 64.705882 56.721311
43 75.63025 26.050420 65.54622 78.99160  88.23529 51.694915 53.846154 43.220339
44 66.36156  2.850877 70.83333 84.56522  92.78132 32.380952 20.140515  7.947020
45 80.21680  4.392765 63.54167 79.53368  97.70408 54.629630 56.119403  8.997429
46 57.84062  4.773270 61.55779 95.05882  94.81132 61.194030 56.109726 18.705036
47 70.68063 67.539267 70.15707 72.25131  55.49738 75.392670 64.921466 81.675393
48 73.55072 35.869565 82.60870 86.59420  96.01449 57.246377 48.913043 50.545455
49 77.50000  6.624606 64.89028 78.05643  94.68750 50.636943 43.125000 20.569620
50       NA        NA       NA       NA        NA        NA        NA        NA
51 79.06977 14.035088 56.72515 71.42857  90.64327 41.071429 32.544379 18.390805
52 47.71930 12.676056 58.94737 81.40351  90.17544 17.192982 16.140351 17.192982
53 67.14286 11.747851 43.39080 82.10227  94.63277 24.355301 20.977011 16.239316
54 69.69697 61.068702 87.31343 86.56716  77.77778 82.442748 88.059701 77.272727
55 42.37288 44.067797 49.15254 56.14035  52.54237 40.350877 28.070175 60.344828
56 72.93233 18.450185 81.64794 84.19118  96.36364 48.638132 47.843137 28.838951
57 67.71654 14.566929 54.72441 72.83465  92.12598 20.553360 16.996047 18.503937
58 82.42075  3.448276 76.52174 87.35632  93.96552 40.517241 31.321839 10.632184
59       NA        NA       NA       NA        NA        NA        NA        NA
60 58.52090  3.054662 56.95793 91.98718  92.61637 32.096774 41.062802 12.721417
61 70.46358  5.968170 61.35458 87.53316  91.39073 40.800000 44.058745  5.570292
62 53.01205 26.104418 59.43775 59.43775  82.32932 35.742972 32.530120 38.554217
63 74.68354 70.886076 77.21519 78.34395  95.59748 57.594937 52.830189 68.553459
64 70.37037  7.407407 56.60377 92.59259  90.74074 54.716981 50.943396  9.433962
65 60.00000 45.000000 80.00000 95.00000 100.00000 85.714286 80.000000 73.684211
66 81.11511  2.599653 64.27320 81.36752  97.30185 42.962963 34.014870  9.230769
67 74.07407  7.692308 68.88298 93.13984  94.72296 38.461538 25.797872 12.698413
     C19K_s    C18A_w    C18B_w     C18C_w     C18D_w     C18E_w    C18F_w
1  58.87850 28.504673 26.388889  7.4766355  6.0465116  5.1643192 12.616822
2  46.93878 26.804124 42.955326 11.9453925 14.0845070 11.3879004  6.713781
3  45.59140 28.125000 42.456897 13.9186296  5.0108932  2.1645022  4.946237
4  20.57143 14.732143 36.549708  0.9873061  2.1865889  1.5942029  3.193033
5  82.14286  8.583691 30.131004  6.1946903 10.1382488 13.3971292 15.740741
6  31.43564 15.217391 25.685786  3.9408867 10.6060606  8.2706767 13.316583
7  60.00000  2.040816  2.040816  0.0000000 10.2040816  4.1666667 10.204082
8  85.32110  8.108108 11.818182  4.6296296  9.1743119 14.6788991 11.009174
9  38.22394 31.782946 33.590734 11.9691120  5.8139535  2.3166023  5.791506
10 25.10121 51.626016 61.382114 19.1056911 14.9797571  7.8189300  5.371901
11 51.26582 22.846442 33.550489 19.8738170  6.8852459  4.1800643  8.116883
12 43.66197 43.478261 38.095238 16.9902913 33.8164251 31.8627451 30.917874
13 47.84580 28.764045 24.384787  7.1748879  6.2500000  4.6979866  3.820225
14 69.31818 32.193732 42.857143 19.5965418 18.8405797 24.5664740 13.218391
15 33.01158 42.802303 75.711575  9.9236641 26.4875240  1.3358779  9.514563
16 66.66667 19.594595 74.509804  0.0000000  0.0000000  0.0000000  0.000000
17 32.39437 29.523810 43.661972  6.1032864  6.2200957  4.3269231  5.188679
18       NA        NA        NA         NA         NA         NA        NA
19 72.01835  5.529954  5.963303  9.3023256 22.7488152 24.2857143 13.488372
20 76.82403 11.312217 12.946429  8.5201794 17.4107143 16.5178571 15.555556
21 80.00000 15.533981 19.811321  9.6153846 12.6213592 12.5000000 11.428571
22 41.12150 39.320388 22.935780  5.1643192  5.7416268  3.3333333  6.132075
23 57.97101 10.294118 26.811594  7.9136691 13.2352941 12.6865672  8.633094
24 32.84024 16.279070 30.421687  2.0710059  6.7092652  0.5934718  9.968847
25 19.25926 14.393939 35.820896  5.7553957  4.4444444  2.9197080  3.759398
26 29.77778 30.198020 47.112462  1.9033675  5.7364341  3.8402458  5.775076
27 36.22754 31.481481 68.047337 11.2759644 16.7682927  4.6296296 10.060976
28 59.34066 21.111111 43.315508  8.8397790  7.4285714  7.3033708  8.000000
29 28.37838 32.089552 53.378378  7.4829932  4.1958042  0.6802721  7.042254
30 56.30252  2.702703  6.194690  6.8376068  2.7027027  0.9259259  3.669725
31 72.69841 12.345679 31.775701  1.8691589  6.8535826  9.3750000  9.627329
32 80.63158  5.833333  9.853249  0.6315789  3.0172414  2.8322440  5.995717
33 36.44444 30.530973 38.938053  7.5221239  4.8458150  3.1250000  7.964602
34 39.38224 55.241935 72.586873  9.0909091  5.8365759  2.0242915  5.038760
35 14.24501 49.858357 65.819209  9.2696629  5.8651026  3.1976744  5.797101
36 27.11039 18.729642 14.216478  7.1544715  5.7003257  2.7732463  2.640264
37 80.79470  8.441558 17.834395  2.5641026  5.8064516  7.0967742 16.233766
38 69.07216 21.875000 34.375000  8.8888889 12.6436782  9.5238095 23.255814
39 39.01639 28.169014 32.119205  6.8403909  4.0540541  2.6936027  3.311258
40 79.03226  6.349206 15.625000  0.0000000  1.5625000  4.8387097  3.125000
41 75.00000  8.403361 15.126050  0.8403361  3.5087719  4.3478261  1.694915
42 66.11842 17.320261 21.639344  6.8852459 14.1914191 12.9139073  7.920792
43 54.23729 16.949153 21.186441 11.0169492 12.8205128 12.7118644 21.551724
44 25.54585 44.736842 49.757282  5.4176072  2.4830700  0.9049774  3.278689
45 30.67010 43.292683 60.433604 13.5416667  2.4128686  1.0443864  3.376623
46 31.14355 13.253012 21.770335  5.1044084  5.2896725  3.3980583  3.376623
47 76.43979 11.518325 10.994764 19.8952880 25.9259259 30.1587302 28.947368
48 68.84058 33.574007 37.142857  4.2857143  5.0179211  3.6101083  6.115108
49 38.87147  8.490566 43.260188  4.4303797  4.4303797  2.8391167  7.278481
50       NA        NA        NA         NA         NA         NA        NA
51 32.74854 21.511628 17.341040 10.9195402 25.2873563 31.3953488 35.882353
52 32.63158 56.491228 47.368421 15.0877193  5.6140351  7.0175439 15.789474
53 25.00000 47.025496 66.193182 12.9943503  7.1225071  3.9886040  5.128205
54 91.04478  4.511278  9.701493  3.0769231  7.8125000 18.0327869 14.615385
55 55.93220 31.481481 28.070175 38.5964912 33.9285714 38.9830508 33.333333
56 63.46863 27.969349 33.333333  6.3197026  5.8365759  3.0418251 12.547529
57 23.62205 31.764706 41.960784  3.1372549  3.1496063  3.1496063  9.411765
58 32.27666 46.726190 63.688761 13.5446686 21.9879518 14.7928994 14.912281
59       NA        NA        NA         NA         NA         NA        NA
60 29.19355 19.614148 32.045089  5.6089744  3.3870968  1.6129032  3.370787
61 16.75532 12.032086 37.249666  2.9294274  1.3351135  1.2032086  1.329787
62 65.06024 16.867470 25.738397 20.4819277 33.7500000 40.3225806 63.179916
63 75.79618  3.246753  7.594937  0.6329114  0.6535948  0.0000000  1.290323
64 16.98113 47.169811 75.471698 23.5294118  3.7735849  3.7735849 17.307692
65 80.00000  4.411765 15.328467  4.5112782  5.8333333  8.5714286  5.833333
66 36.56846 35.188867 29.026549 10.1724138  4.4692737  1.7889088  5.633803
67 51.58730 32.702703 45.092838 10.0529101 19.7297297 10.7238606 29.490617
       C18G_w     C18H_w     C18J_w     C18K_w     C18L_w    C18M_w    C18O_w
1  20.4761905  3.7558685  0.9302326  9.3896714  9.8591549  5.581395 16.037736
2   9.6296296  4.8109966  1.6891892  2.7303754  3.7671233  9.621993  9.523810
3   3.1250000  1.7094017  0.2136752  2.3861171  2.1459227  4.967603        NA
4   4.4642857  2.1551724  0.4207574  3.8011696  3.2857143  3.318903        NA
5  13.3640553 21.4953271 13.5746606  9.9547511 10.0456621 34.597156 24.365482
6   5.7788945  5.4590571  1.5075377  6.0453401  6.4935065  7.980050  7.619048
7  10.2040816 16.3265306 14.2857143 24.4897959 18.3673469 16.666667 27.083333
8  19.2660550 18.6915888  8.3333333 18.5185185 11.1111111 22.429907 16.513761
9   1.9455253  1.1583012  0.3861004  0.7722008  0.7751938  6.177606  3.501946
10  9.7959184  3.6734694  0.8097166  3.7190083  3.2786885  6.882591 15.226337
11  3.7288136  4.1666667  0.6309148  4.6666667  4.1666667  7.006369  4.761905
12 26.0869565 14.3540670  4.8076923 13.1067961  8.1339713 37.560976 17.647059
13  7.6404494  3.3557047  4.0540541  3.6036036  5.4176072 11.764706        NA
14 16.2857143 11.1747851  3.4383954  9.1428571  9.1690544 21.345029        NA
15 23.6580517  4.1584158 12.3287671 12.4271845 15.4738878  1.323251        NA
16  0.0000000  0.6535948  0.0000000  0.0000000  0.0000000  1.315789  0.000000
17  6.9651741  3.3018868  0.9216590  9.3896714  8.8785047  6.132075 17.532468
18         NA         NA         NA         NA         NA        NA        NA
19 14.0186916  8.8372093  3.6697248  5.5555556  2.7777778 34.615385 12.745098
20 18.6666667 15.6950673  5.7268722 14.0969163  8.8495575 11.061947        NA
21 10.8910891  5.8252427  2.9126214  2.8301887  2.8301887 19.047619  8.510638
22  7.5829384  5.5813953  0.9216590  3.7558685  4.6728972  6.310680        NA
23 22.0588235 14.7058824  6.7164179 21.3235294 18.9781022 22.137405 21.212121
24  3.7037037  0.5899705  0.2949853  2.3668639  8.4084084  4.477612        NA
25  0.7142857  2.1582734  2.1582734  2.9850746  3.6496350  2.898551        NA
26  7.1975498  2.9806259  0.5856515  7.1212121  5.4814815  5.838323        NA
27 11.5264798  3.3232628  0.8982036  5.8282209  5.4380665 12.693498        NA
28  4.0697674  4.9450549  2.7173913  4.9180328  5.3763441  6.857143        NA
29  8.5714286  2.6845638  1.3513514  3.4246575  6.0000000  2.000000 14.516129
30  5.2631579  3.5087719  0.8474576  1.9801980  3.5087719  5.405405        NA
31 11.1821086  7.0287540  4.9180328  5.7507987  5.7142857 12.658228 15.409836
32  4.2410714  1.3071895  0.6289308  1.8907563  1.4522822  9.401709  4.729730
33  6.2500000  4.8458150  0.4385965  3.9647577  3.1250000  4.867257  6.912442
34  8.8235294  3.4883721  1.1494253  6.8825911  6.3241107  3.529412 13.989637
35  3.4682081  3.9548023  1.4084507  6.9565217  5.6497175  2.312139        NA
36  2.9268293  2.2653722  1.6129032  3.7459283  3.4090909  6.351792 11.908646
37  8.3333333  9.6774194  5.1948052  5.3333333  1.9736842  9.459459  8.275862
38 34.5238095 15.3846154  4.3010753 23.8636364 17.9775281  6.666667 15.730337
39  9.1525424  9.0604027  1.9607843  4.2207792 12.4590164  6.506849 16.245487
40  9.3750000 11.6666667  4.7619048 11.1111111  7.8125000 18.032787 11.290323
41  2.5862069  2.5423729  1.6806723  4.2735043  3.3613445  3.418803  8.256881
42 12.9568106  4.9504950  2.2950820  3.2786885  2.2875817 19.471947        NA
43 15.2542373 16.1016949 12.8205128 20.1680672  5.8823529 21.008403 21.186441
44  4.2079208  0.8752735  0.8528785  2.6785714  3.3185841  2.552204        NA
45  2.6954178  1.2919897  0.2557545  1.0526316  3.6082474  1.837270        NA
46  2.0618557  2.6190476  0.6818182  1.4634146  2.1176471  5.035971        NA
47 26.7015707 25.7894737 14.6596859 23.5602094 21.4659686 13.612565        NA
48  6.8345324  7.5268817  2.1582734  3.9426523  3.9568345 10.431655        NA
49  4.4444444  5.9561129  0.9493671  6.6246057  5.0473186 13.924051 10.679612
50         NA         NA         NA         NA         NA        NA        NA
51 16.3742690 15.1162791  9.2485549 18.0232558  8.8235294 34.482759 21.301775
52 15.7894737  8.4210526  6.6666667  7.7192982  7.3684211 10.175439 44.210526
53 10.1449275  9.1954023  4.2253521 10.5413105  9.3750000  6.250000 18.497110
54 10.4000000 15.4471545  5.9701493  8.6614173  2.2900763  6.400000  9.022556
55 38.5964912 46.5517241 47.4576271 44.8275862 46.5517241 33.333333 25.925926
56  6.9230769  1.5037594  0.0000000  1.1538462  3.4220532  4.166667 11.618257
57 10.9803922  7.0588235  3.1372549  2.3529412  3.5294118 16.078431 20.238095
58  5.2631579  3.4482759  1.1494253  6.9364162  4.3352601  6.609195 13.109756
59         NA         NA         NA         NA         NA        NA        NA
60  2.4077047  1.4469453  0.3194888  1.4563107  1.6129032  1.618123        NA
61  3.2085561  1.3315579  0.1326260  2.4000000  3.4946237  2.390438        NA
62 65.1785714  2.0080321  0.0000000 35.8870968 34.6153846 44.176707  6.425703
63  3.7735849  1.2820513  0.6289308  0.6289308  0.6289308  0.000000        NA
64 23.0769231  3.8461538  0.0000000  9.4339623  5.6603774 15.094340 23.529412
65 13.4453782  5.0000000  4.5801527  6.2500000  4.7244094  7.317073  8.403361
66  4.6345811  2.3850085  0.1689189  4.2105263  2.0761246  9.982487        NA
67 15.2000000 14.2857143  3.9577836 10.4557641  5.3050398 25.729443        NA
      C19A_w    C19B_w    C19C_w     C19D_w     C19E_w     C19F_w     C19G_w
1  22.790698 19.069767 20.093458 10.3773585  3.2558140  0.9259259 27.3148148
2  40.677966  4.467354 66.211604  6.2283737  7.4074074  1.0033445  9.4594595
3  20.704846  1.952278 78.879310 11.1597374  2.8077754  0.0000000  6.7391304
4  36.389685  5.681818 86.938202  8.3333333  1.6925247  0.2808989 16.3742690
5  14.537445  6.607930 18.942731 13.0044843  1.7543860  0.9009009  3.0973451
6  32.920792  5.896806 78.624079  7.1960298  4.1975309  1.2254902 20.2020202
7   4.000000  0.000000  4.000000 10.0000000  4.0000000 12.0000000 16.0000000
8  22.321429  2.702703 27.927928 19.2660550 10.0917431  9.9099099  2.7027027
9  34.362934  7.335907 84.435798 12.7413127 12.0155039  0.0000000 26.6409266
10 30.081301  1.632653 64.754098 11.0655738  1.2195122  0.0000000 15.5102041
11 29.276316  1.967213 78.525641  3.8216561  2.8301887  0.0000000  9.3645485
12 30.660377  9.813084 60.280374 24.0740741 15.4929577  2.3255814 16.5094340
13 38.288288 37.471783 37.246050 39.8648649 41.5349887 42.5339367 28.1531532
14 26.780627 27.428571 45.584046 22.0289855  5.7306590  2.5787966  9.1168091
15 48.207171  4.466019 83.657588 33.3992095  9.3511450  2.6565465 30.6796117
16  7.236842  2.597403 56.862745  0.6535948  0.0000000  0.0000000  6.5359477
17 17.560976  2.803738 61.611374  7.1090047  0.4651163  0.0000000 24.0384615
18        NA        NA        NA         NA         NA         NA         NA
19 35.023041  9.722222 28.440367 11.4155251  4.1095890  2.2935780  1.3636364
20  4.845815  9.210526  4.405286  5.0632911  2.5531915  5.0847458 13.6752137
21  8.490566  0.952381 41.904762  9.5238095  7.6190476  0.0000000  3.7735849
22 17.085427  5.853659 54.245283 15.0234742  1.3824885  0.0000000 24.6445498
23 22.388060 13.333333 30.656934 18.5185185 11.6788321  5.8394161  5.1094891
24 44.307692  4.294479 79.821958  8.7349398  0.2958580  0.5917160 18.6708861
25 45.522388 16.176471 87.591241  5.8394161  0.7142857  0.0000000  9.3023256
26 37.631184  1.923077 77.647059 10.5341246  0.7309942  0.0000000 15.5624037
27 51.335312  9.821429 73.939394 35.1351351  1.1940299  0.0000000  9.4801223
28 38.547486  6.914894 44.808743  8.5106383 11.1731844  4.7619048  9.1891892
29 35.172414  4.166667 57.534247 16.5517241  4.0000000  2.6490066 26.7605634
30 10.714286 11.111111 62.295082 16.9642857  0.8333333  0.0000000  0.8474576
31 25.391850  5.625000 41.692790 17.9245283  5.2959502  2.1739130 10.9034268
32  7.276507  2.286902 29.166667  6.4315353  7.6763485  0.6185567  3.5714286
33 40.807175  1.333333 89.639640 23.6607143  0.4405286  0.0000000  5.3811659
34 40.077821  7.630522 81.322957 13.7931034  0.7547170  0.0000000 41.4342629
35 69.653179 10.724638 84.090909 27.1428571 19.4915254  0.8426966 19.6531792
36 29.288026 11.272142 59.354839 16.9082126 10.7717042  1.1272142 19.7749196
37 15.686275  8.496732 21.476510  7.2847682  4.6357616  0.6622517  6.7114094
38 23.469388 36.363636 32.653061 18.2795699  8.3333333  1.0309278 25.0000000
39 16.780822  7.876712 57.947020 11.1486486  0.9771987  0.0000000 30.9278351
40  1.562500  3.333333 22.580645  6.2500000  1.6129032  1.6129032  3.2258065
41  7.438017  5.785124 14.876033  9.1666667  4.1322314  2.5000000  5.8333333
42 19.934641  5.901639 31.803279  8.4967320  2.9411765  1.3114754  7.1895425
43 32.773109  7.563025 48.739496 15.1260504 10.0840336  1.6806723 19.4915254
44 46.244131 10.526316 88.596491 11.1842105  5.6521739  0.2123142 16.6666667
45 46.341463  2.439024 87.596899 23.1770833 10.6217617  0.0000000  6.7901235
46 37.859008 12.339332 81.861575 15.3266332  1.8823529  0.7075472  6.2189055
47  8.376963  2.094241  7.853403  4.1884817 10.9947644 15.1832461  3.6649215
48 17.153285  4.710145 42.028986  8.3333333  7.9710145  1.8115942  7.6086957
49 40.937500  1.562500 83.280757 10.6583072  7.2100313  0.0000000  7.9617834
50        NA        NA        NA         NA         NA         NA         NA
51 38.728324  5.232558 65.497076 19.8830409 10.1190476  2.3391813 29.1666667
52 47.368421 12.631579 51.408451 14.7368421  4.2105263  2.1052632 48.0701754
53 44.637681  4.571429 58.452722 23.8505747  8.2386364  1.6949153 36.1031519
54 14.285714  6.818182 18.320611  2.9850746  3.7313433  8.7301587  6.8702290
55 26.785714 37.288136 22.033898 38.9830508 36.8421053 44.0677966 28.0701754
56 28.136882  6.766917 61.992620  8.9887640  9.1911765  0.7272727 19.8443580
57 36.614173  9.055118 52.362205 16.5354331  6.2992126  0.3937008 21.3438735
58 55.491329  4.322767 86.206897  9.5652174  2.5862069  0.2873563 15.8045977
59        NA        NA        NA         NA         NA         NA         NA
60 41.384863  4.019293 83.922830 14.2394822  0.6410256  0.1605136 11.6129032
61 37.101064  2.516556 78.912467  8.2337317  1.5915119  0.0000000 11.7333333
62 32.258065 18.072289 42.971888  6.4257028  1.6064257  0.0000000  2.4096386
63  3.164557  3.164557  8.860759  2.5316456  3.8216561  0.0000000  1.2658228
64 69.811321  5.555556 72.222222 32.0754717  3.7037037  7.4074074 16.9811321
65  9.523810  5.000000 20.000000 10.0000000  0.0000000  0.0000000  4.7619048
66 40.555556  1.258993 86.135182 21.5411559 10.4273504  0.1686341 12.4074074
67 15.775401  4.232804 75.331565  9.3085106  0.7915567  0.5277045 12.7320955
      C19H_w    C19J_w    C19K_w       C17      C23         C5        C6
1  27.102804 34.722222 15.420561  9.361775 32.54225  36.082474 53.559322
2  11.784512 60.067114 27.551020 13.828652 38.74640  36.211699 61.494253
3  11.790393 55.291577 18.064516 14.452893 37.74129  47.847682 67.107438
4  15.657312 64.580370 40.857143 17.936306 43.00139  49.440994 38.868389
5   4.803493 21.929825  6.250000 11.556231 36.67169  65.486726 83.850932
6  17.215190 57.960199 23.514851 12.640545 38.16354  62.308998 51.355932
7  16.326531 20.408163 22.000000  4.573034 27.88571  27.906977 77.777778
8   5.405405 11.818182  2.752294  8.843750 34.06977  38.709677 74.157303
9  33.590734 56.976744 29.343629 11.611702 34.68085  40.750670 44.892473
10 30.327869 66.666667 57.894737 19.362595 41.74409  38.783270 56.273764
11 16.442953 56.435644 20.569620 18.877493 44.50857  56.410256 49.710983
12 21.226415 33.177570 25.821596  8.462322 32.99384  23.711340 59.387755
13 33.783784 31.674208 25.396825  9.013910 33.90187  14.461538 55.205047
14 14.204545 19.770774 10.795455 11.169065 35.20751  27.797834 52.142857
15 33.076923 77.756286 43.243243 19.732727 44.69216  46.539379 85.294118
16  8.496732 12.418301  1.333333 11.848039 37.51000  52.709360 57.843137
17 34.285714 49.056604 23.004695 10.787986 35.67883   7.266436 80.756014
18        NA        NA        NA 18.406687 45.89720 100.000000 59.161148
19  1.818182 20.091324 12.385321 10.040000 35.22380  22.070845 55.890411
20 14.592275  5.982906  4.721030 12.000000 36.73000  54.250000 49.250000
21  3.809524 22.641509  8.571429        NA 31.99600  30.737705 71.600000
22 35.545024 40.758294 19.626168 13.540146 40.93822  24.264706 75.925926
23  8.029197 35.294118 21.014493  5.189024 30.38911  16.285714 75.142857
24 21.543408 54.682779 24.260355 17.273224 43.40110  91.256831 52.054795
25  6.923077 80.291971 53.333333 11.835616 36.63839  27.678571 75.555556
26 23.270440 64.338782 36.592593 19.519737 45.58311  53.437095 40.129032
27 11.818182 61.261261 41.616766        NA 40.22715  71.568627 46.898263
28 15.135135 46.195652 10.439560  7.313725 30.00895  19.361702 48.903509
29 23.913043 54.362416 46.621622  8.884211 33.16667  23.466667 64.155844
30  2.631579 30.578512  7.563025 11.994220 39.58491  82.702703 70.430108
31 12.074303 28.301887 12.380952 11.041485 36.52203  36.345776 57.874016
32  4.842105  8.488613  4.421053  8.484018 34.42530  69.545455 66.565809
33  6.666667 53.777778 27.111111 15.251701 39.18345  64.666667 36.458333
34 38.524590 64.591440 32.818533 15.466276 42.87952  50.453172 35.014837
35 22.608696 80.965909 65.242165 16.838384 42.98477 100.000000 67.676768
36 19.967794 57.487923 26.136364 16.943560 41.25426   3.818953 47.289720
37 10.135135 17.218543  9.271523  6.159744 31.93939  63.030303 63.880597
38 29.473684 15.463918 11.340206  7.511905 30.82778  46.601942 60.591133
39 32.871972 30.819672 23.606557 16.288235 40.26866  26.627219 74.705882
40  3.225806  9.836066  1.612903  6.447761 31.23026  76.373626 79.411765
41  6.779661 10.743802  6.666667  9.568966 35.45890  51.895044 67.787115
42 10.784314 20.327869 13.486842        NA 38.40811  25.198939 78.457447
43 21.367521 38.983051 20.338983  7.909091 30.26244  29.223744 62.895928
44 27.400468 55.629139 26.200873 18.727969 46.75577  34.482759 39.080460
45  7.761194 67.866324 35.824742 17.003976 43.66203  33.521657 62.197393
46  6.234414 43.405276 24.574209 16.692790 43.33461 100.000000 63.036810
47 13.089005  7.329843  4.188482 12.599119 37.88372  59.143969 52.156863
48 15.942029 24.727273 11.594203 14.101190 37.86392  62.138728 53.623188
49 11.250000 48.417722 26.332288 14.651852 39.00000  38.957816 54.342432
50        NA        NA        NA        NA       NA  23.157895 33.684211
51 37.278107 56.321839 32.163743  7.809384 30.64516  21.994135 76.246334
52 51.929825 52.631579 34.035088 11.379487 32.10513  20.051414 56.923077
53 37.356322 66.666667 45.454545 15.992537 40.92112  42.997543 64.603960
54  4.477612 13.636364  5.223881  5.789954 31.59091  79.185520 70.967742
55 21.052632 20.689655 25.423729 11.419355 37.70238  34.042553 55.789474
56 16.078431 52.434457 15.867159 13.649596 39.92458  43.478261 76.010782
57 32.015810 63.779528 48.425197 11.301994 37.18750  87.818697  9.039548
58 24.137931 66.091954 34.293948 15.907692 39.23136  41.131105 67.179487
59        NA        NA        NA 11.405204 37.33725  78.545455 38.043478
60 14.009662 47.504026 32.419355        NA 51.32191  68.930390 34.074074
61  7.877170 67.639257 40.425532 14.621562 41.63072  56.810631 52.164262
62 10.843373 24.497992  6.024096  6.799257 27.62782  89.338235 89.338235
63  3.773585 10.062893  5.732484  7.508824 37.19074  45.308311 71.815718
64 16.981132 77.358491 54.716981  9.311111 32.35366  31.578947 50.526316
65  5.000000 15.789474 20.000000        NA 37.72906  43.457944 47.598253
66 20.260223 66.495726 21.837088 18.525473 43.17188  43.839542 47.058824
67 21.010638 53.439153 21.693122 22.739130 46.90909  52.173913 79.259259
    UNI_EDU  SPECIAL      C22
1  97.96610 72.44898 51.71233
2  67.69663 70.90909 36.91460
3  82.14876 70.21631 55.53719
4  63.23338 41.85137 40.82687
5  86.80352 43.65325 10.91445
6  96.25850 64.29840 36.48649
7  98.86364 22.98851 50.00000
8  89.07104 81.42077 37.63441
9  88.77005 90.76087 49.20213
10 96.57795 60.07605 64.63878
11 93.42857 71.34670 43.46591
12 96.45094 86.49789 43.17719
13 99.53775 76.22047 50.46440
14 89.44544 27.50929 39.67391
15 71.71904 48.42932 53.91621
16 99.01961 80.78818 42.15686
17 67.70833 47.51773 43.29897
18 93.22957 82.17899 43.14330
19 80.11050 77.20798 33.15068
20 97.25000 71.75000 36.50000
21 79.60000 81.70213 40.40000
22 81.68498 51.48148 58.39416
23 97.42857 55.17241 28.85714
24 74.59016 55.61644 55.19126
25 95.57522 79.20354 45.37445
26 75.53476 36.60834 40.10349
27 65.60847 56.11702 46.99739
28 88.86510 69.08316 44.87179
29 74.63557 68.33333 47.50656
30 68.36158 24.85876 35.00000
31 99.22780 72.12121 27.60618
32 86.98941 33.88805 21.45015
33 85.63218 73.00613 41.91617
34 73.37278 38.32335 32.64706
35 72.91139 50.12658 42.42424
36 99.02643 12.46418 17.93103
37 90.93656 92.55663 42.34234
38 86.15385 67.03297 45.54455
39 80.29851 58.45697 72.35294
40 94.76744 85.92593 35.05747
41 82.78932 55.85284 52.57143
42 86.93333 62.46649 31.83024
43 81.44796 68.18182 60.63348
44 81.80077 57.77351 39.27203
45 85.05976 65.26946 50.39526
46 89.25926 64.33915 50.41841
47 78.74016 61.41732 39.68872
48 93.57798 73.08869 51.07692
49 86.17284 75.87065 45.92593
50 72.70341 71.08108 27.67624
51 70.67449 64.70588 62.46334
52 82.30769 76.09254 64.58333
53 68.56436 48.50000 53.76884
54 40.38462 48.27586 29.09091
55 93.68421 39.36170 58.94737
56 84.28184 69.56522 62.05962
57 99.43503 46.02273 23.66197
58 96.66667 88.60104 41.02564
59 95.20295 65.18519 34.90196
60 60.46875 68.01872 45.91382
61 69.57520 37.85961 38.50385
62 99.26471 77.20588 45.22059
63 81.55080 52.60274 43.75000
64 91.07143 31.91489 44.94382
65 91.81818 72.60274 50.21097
66 86.33094 41.21037 45.17986
67 93.70460 78.93462 27.05314

RData & RDS

  • R’s own file formats
  • R Data:
    • .RData or .rda extensions
    • can contain several objects with their names 😳
  • “serialized” RData:
    • .rds file extension
    • contains one object without a name
  • advantages :
    • extremely flexible
    • pretty fast and/or efficient way to store data
  • downside :
    • not really used by any other programs
load("data/files/leaders-twitter.Rdata")
save("elites.data", file = "data/files/leaders-twitter2.Rdata")
str(elites.data, give.head = T)
List of 6
 $ US     :'data.frame':    666 obs. of  23 variables:
  ..$ merge          : chr [1:666] "adl_initiative" "alangrayson" "alannunnelee" "alfranken" ...
  ..$ id             : int [1:666] 31455249 41017380 35663608 7334402 17220934 237403203 20209807 30912937 38401099 19677673 ...
  ..$ screen_name    : chr [1:666] "ADL_Initiative" "AlanGrayson" "AlanNunnelee" "alfranken" ...
  ..$ verified       : logi [1:666] FALSE FALSE FALSE TRUE TRUE TRUE ...
  ..$ url            : chr [1:666] "http://www.ADLnet.gov" "http://graysonforcongress.com" "http://senatornunnelee.com" "http://www.alfranken.com/" ...
  ..$ created_at     : chr [1:666] "Wed Apr 15 17:01:11 +0000 2009" "Tue May 19 01:00:40 +0000 2009" "Mon Apr 27 03:55:12 +0000 2009" "Sun Jul 08 21:48:38 +0000 2007" ...
  ..$ name           : chr [1:666] "ADL Initiative" "Alan Grayson" "Alan Nunnelee" "Al Franken" ...
  ..$ followers_count: int [1:666] 1281 32086 210 100863 2536631 98740 4774 2564 4239 10657 ...
  ..$ location       : chr [1:666] "Alexandria, VA, USA" "Orlando, FL" "Tupelo, MS" "Minnesota" ...
  ..$ description    : chr [1:666] "Advanced Distributed Learning Initiative" "" "Senator, State of Mississippi" "Official TeamFranken Twitter feed" ...
  ..$ time_zone      : chr [1:666] "Eastern Time (US & Canada)" "Eastern Time (US & Canada)" "Central Time (US & Canada)" "Central Time (US & Canada)" ...
  ..$ listed_count   : int [1:666] 119 1988 16 5176 36583 2427 521 145 265 518 ...
  ..$ lang           : chr [1:666] "en" "en" "en" "en" ...
  ..$ friends_count  : int [1:666] 207 6 1 20992 9 52 112 596 393 790 ...
  ..$ statuses_count : int [1:666] 2291 481 1 1132 695 701 386 696 2261 47 ...
  ..$ dw.nom.1       : num [1:666] NA -0.384 0.464 -0.472 NA 0.467 0.367 NA NA -0.275 ...
  ..$ icpsr.id       : int [1:666] NA 20908 21147 40904 NA 21119 20111 NA NA 20302 ...
  ..$ nameid         : chr [1:666] NA "G000556" "N000186" NA ...
  ..$ title          : chr [1:666] "Others" "House" "House" "Senate" ...
  ..$ party          : chr [1:666] "Nonpartisan" "D" "R" "D" ...
  ..$ state          : chr [1:666] NA NA "MS" NA ...
  ..$ gender         : chr [1:666] NA NA "M" NA ...
  ..$ idealPoint     : num [1:666] NA NA 0.829 NA NA ...
 $ UK     :'data.frame':    362 obs. of  4 variables:
  ..$ id             : int [1:362] 16884084 14561015 14758838 19858924 15157283 66774405 60738400 101712079 36664451 55253731 ...
  ..$ screen_name    : chr [1:362] "BrandonLewis" "damian57" "DamianCollins" "Michael_Ellis1" ...
  ..$ followers_count: int [1:362] 3300 2319 3780 1280 5143 3274 2302 2062 2599 3332 ...
  ..$ party          : chr [1:362] "conservatives" "conservatives" "conservatives" "conservatives" ...
 $ spain  :'data.frame':    298 obs. of  4 variables:
  ..$ id             : int [1:298] 343447873 16084460 21361705 304287573 18238467 301388743 20509689 50982086 249122306 76914701 ...
  ..$ screen_name    : chr [1:298] "marianorajoy" "patxilopez" "JoseantonioJun" "_Rubalcaba_" ...
  ..$ followers_count: int [1:298] 354256 152766 136280 136196 109201 92172 75649 73222 65644 64707 ...
  ..$ party          : chr [1:298] "pp" "psoe" "psoe" "psoe" ...
 $ NL     :'data.frame':    189 obs. of  4 variables:
  ..$ id             : int [1:189] 232306249 232296344 232294322 232283885 232297519 232305704 232292382 232307064 250842297 250519781 ...
  ..$ screen_name    : chr [1:189] "50PlusZeeland" "50PlusUtrecht" "50PlusO_IJssel" "50PlusFriesland" ...
  ..$ followers_count: int [1:189] 107 78 81 122 100 408 86 136 14 28 ...
  ..$ party          : chr [1:189] "vijftigplus" "vijftigplus" "vijftigplus" "vijftigplus" ...
 $ germany:'data.frame':    765 obs. of  4 variables:
  ..$ id             : int [1:765] 446558723 742830624 866494242 1375039512 1347962725 1448790385 1370417857 1269042739 1414088353 1339144020 ...
  ..$ screen_name    : chr [1:765] "_kraftsebastian" "Achim_Reinhardt" "ACichowicz" "AfD_Bayern" ...
  ..$ followers_count: int [1:765] 582 563 1765 452 357 103 114 629 272 373 ...
  ..$ party          : chr [1:765] "journalisten" "journalisten" "journalisten" "AFD" ...
 $ italy  :'data.frame':    215 obs. of  4 variables:
  ..$ id             : int [1:215] 399720804 16562213 540895773 228010525 460264679 426708964 45937235 376218450 372344749 149060372 ...
  ..$ screen_name    : chr [1:215] "_alessiovinci" "_arianna" "ale_moretti" "AlemannoTW" ...
  ..$ followers_count: int [1:215] 9934 19185 9936 32479 34877 429782 26935 37278 37916 73324 ...
  ..$ party          : chr [1:215] "" "" "PD" "PDL" ...
saveRDS(elites.data, file = "data/files/leaders-twitter.rds")
elites_twitter <- readRDS("data/files/leaders-twitter.rds")

JSON

  • JavaScript Object Notation (JSON)
  • plain text file
  • two standards to save the same .json file type
    • JSON Lines: one record per line, like a csv (use jsonlite::stream_in())
    • JSON: all records in one JSON string (use jsonlite::fromJSON()
  • advantages :
    • very flexible beyond tabular data
    • widely used on the internet
  • downside :
    • allows for mind bending complexity (as we’ve seen yesterday)
json_file <- repurrrsive::gh_repos_json()
gh_repos <- jsonlite::fromJSON(json_file, simplifyDataFrame = FALSE)
gh_repos |> 
  lobstr::tree(max_length = 20)
<list>
├─<list>
│ ├─<list>
│ │ ├─id: 61160198
│ │ ├─name: "after"
│ │ ├─full_name: "gaborcsardi/after"
│ │ ├─owner: <list>
│ │ │ ├─login: "gaborcsardi"
│ │ │ ├─id: 660288
│ │ │ ├─avatar_url: "https://avatars.githubuserconten..."
│ │ │ ├─gravatar_id: ""
│ │ │ ├─url: "https://api.github.com/users/gab..."
│ │ │ ├─html_url: "https://github.com/gaborcsardi"
│ │ │ ├─followers_url: "https://api.github.com/users/gab..."
│ │ │ ├─following_url: "https://api.github.com/users/gab..."
│ │ │ ├─gists_url: "https://api.github.com/users/gab..."
│ │ │ ├─starred_url: "https://api.github.com/users/gab..."
│ │ │ ├─subscriptions_url: "https://api.github.com/users/gab..."
│ │ │ ├─organizations_url: "https://api.github.com/users/gab..."
│ │ │ ├─repos_url: "https://api.github.com/users/gab..."
... 
jsonlite::stream_out(elites.data$UK, file("data/elites_data_UK.json"))

Complete! Processed total of 362 rows.
readLines("data/elites_data_UK.json") |> 
  head() |> 
  cat()
{"id":16884084,"screen_name":"BrandonLewis","followers_count":3300,"party":"conservatives"} {"id":14561015,"screen_name":"damian57","followers_count":2319,"party":"conservatives"} {"id":14758838,"screen_name":"DamianCollins","followers_count":3780,"party":"conservatives"} {"id":19858924,"screen_name":"Michael_Ellis1","followers_count":1280,"party":"conservatives"} {"id":15157283,"screen_name":"SteveBakerMP","followers_count":5143,"party":"conservatives"} {"id":66774405,"screen_name":"MarkReckless","followers_count":3274,"party":"conservatives"}

Excercises 1

  1. Download the file from this address into the “data” folder and name it “internet_usage.xlsx” using R: https://api.worldbank.org/v2/en/indicator/IT.NET.USER.ZS?downloadformat=excel
  2. Reproduce this plot (hint: you can get grey out cases with gghighlight):
  1. I created a terrible CSV file. Try to read it in anyway: “data/csv-bad-example.csv”
  2. Even when you manage to read in the file, the table still has issue. Explain what they are and how to correct them (hint: look at the data types of the columns)

Transparent and efficient use of files

Directory Structure

Weidmann (2023) suggest that your research project should have this directory structure:

  • raw/
    • What lives here: raw data you collected yourself or that comes from other sources
    • What to do with the content: read only!
  • analysis/
    • What lives here: cleaned/intermediate/analysis data and the analysis scripts that produced them
    • What does not live here: data that can’t be recreated from the raw data with the analysis scripts
    • What to do with the content: read input data and write intermediate data; produce analysis results
  • replication/
    • What lives here: properly anonymized, cleaned data that is ready to be shared with others
    • What to do with the content: write-only (at the end of a project)

Directory Structure

I find this structure more sensible:

  • data/
    • What lives here: all raw data and intermediate data
    • What to do with the content: write data produced with an analysis script from a previous version of the data
  • analysis/
    • What lives here: the RMD/Quarto files that clean, wrangle, and analyse the data
    • What does not live here: data
    • What to do with the content: execute the files to take a step in the data analysis pipeline
  • communication/
    • What lives here: presentations and paper(s) communicating the results or status of your project
  • readme: explains how everything belongs together

My preferred data structure:

my_awsome_paper
├── analysis
│   ├── 01._ingest-and-clean.qmd
│   ├── 02._annotation.qmd
│   └── 03._visualisationa-and-modelling.qmd
├── communication
│   ├── paper.qmd
│   └── slides.qmd
├── data
│   ├── 00._raw.csv
│   ├── 01._clean.rds
│   ├── 02._annotated.rds
│   └── 03._final.rds
└── readme.md

4 directories, 10 files

Projects and relative paths

Specifically RStudio projects are a good way to organise your data, analysis scripts and academic output. This does not change your workflow dramatically, but makes your projects portable (and easier to back up). When working in a project, you can reference data by it’s relative position to the project’s main folder. This will mean that if the folder is copied to a different location, all your code will still run. The best example is the project we are in now.

This will work on your computer:

plenary_speeches_raw <- rio::import("data/files/csv-example.csv")

This won’t, even though it works on my machine 😛:

plenary_speeches_raw <- rio::import("/home/johannes/GitHub/ess-v2-web-scraping-data-management/03_Working_with_Files/data/files/csv-example.csv")

RStudio projects are not really necessary for this, especially given that Quarto sets the working directory of your documents to it’s source location by default. But the idea of keeping everything together can save you a lot of time otherwise spent on debugging issues (your own or these of others).

File names

File names should be:

  • machine-readable
  • human-readable
  • sort well
  • start with a number (should lead with 0 if necessary)
  • do not use capitalisation (file names are treated differently on Windows)
  • no whitespace: use _ to separate parts of the name (number, step, etc); use - to separate words (“ingest and clean”)
my_awsome_paper
├── analysis
│   ├── 01._ingest-and-clean.qmd
│   ├── 02._annotation.qmd
│   └── 03._visualisationa-and-modelling.qmd
├── communication
│   ├── paper.qmd
│   └── slides.qmd
├── data
│   ├── 00._raw.csv
│   ├── 01._clean.rds
│   ├── 02._annotated.rds
│   └── 03._final.rds
└── readme.md

4 directories, 10 files

Make Files

For example, GNU Make is a tool which controls the generation of executables and other non-source files of a program from the program’s source files. It implements a paradigm that can be very useful in projects:

  1. The make file contains the order in which results are built from the raw files: that is data and analysis scripts
  2. When running the make command, make checks which files are up to date and which ones need (re-)building

Make files can help you keep track of your ongoing projects by making sure all files that depend on each other are up to data. You can check out the {targets} R package, which implements some advanced control over your projects and some nice visualisations. But the basic idea is simple:

Make Files

Say you found an issue in your pre-processing. You fix the issue and re-run the pre-processing script. But what else needs to be fixed? From the perspective of make, everything in the flowchart above after the pre-processing step needs to be rebuilt. If you name your files in a sensible way and record the order of things, that should be no problem. You can use a little functions that implements make-like processing

make_quarto <- function(files, 
                        destfiles = NULL, 
                        output_ext = ".html", 
                        ...) {
  
  if (is.null(destfiles)) destfiles <- paste0(tools::file_path_sans_ext(files), output_ext)
  
  # the oldest file should be the first source file, I record the first destfile, since it should be newer
  t <- file.info(destfiles[1])$ctime
  
  for (i in seq_along(files)) {
    if (
      # render file if source is newer than destination
      isTRUE(file.info(files[i])$ctime >= file.info(destfiles[i])$ctime) || 
      # or if output is NOT newer than previous destination file
      !isTRUE(file.info(destfiles[i])$ctime >= t) 
    ) {
      cli::cli_progress_step("Making {destfiles[i]}.")
      quarto::quarto_render(
        input = files[i],
        output_file = destfiles[i]
      )
      cli::cli_progress_done()
    } else {
      cli::cli_inform(c("v" = "{destfiles[i]} already up to date."))
    }
    t <- file.info(destfiles[i])$ctime
  }
  
}

This is very barebones compared to the targets package, but I never really needed any of the other functions. Mostly I have been using the actual GNU make, but it’s syntax is quite different from other programs and it is not installed by default on Windows.

Excercise 2

  1. set up a directory for your research project and fill it with the mock data and analysis files you imagine you need
  2. write a readme file that contains documentation of your file structure
  3. Present it to the class

Working with many files at the same time

Reading multiple files

Let’s say your data is spread over several files:

dataset_files <- list.files("data/files", pattern = ".csv$", full.names = TRUE)
dataset_files
[1] "data/files/csv-example-quotes.csv"   
[2] "data/files/csv-example-semicolon.csv"
[3] "data/files/csv-example.csv"          

You can read in one file without an issue:

rio::import(dataset_files[1])
    numa ida numb idb   kmdist   midist       capnamea
1      2 USA   20 CAN   738.31   460.56 Washington, DC
2      2 USA   31 BHM  1639.23  1022.12 Washington, DC
3      2 USA   40 CUB  1831.13  1141.30 Washington, DC
4      2 USA   41 HAI  2308.86  1439.25 Washington, DC
5      2 USA   42 DOM  2381.58  1485.71 Washington, DC
6      2 USA   51 JAM  2338.15  1458.44 Washington, DC
7      2 USA   52 TRI  3528.94  2200.79 Washington, DC
8      2 USA   53 BAR  3363.30  2096.76 Washington, DC
9      2 USA   54 DMA  3240.08  2021.01 Washington, DC
10     2 USA   55 GRN  3365.32  2098.78 Washington, DC
11     2 USA   56 SLU  3211.80  2002.83 Washington, DC
12     2 USA   57 SVG  3272.40  2040.20 Washington, DC
13     2 USA   58 AAB  2862.34  1784.67 Washington, DC
14     2 USA   60 SKN  2787.60  1738.21 Washington, DC
15     2 USA   80 BLZ  2632.06  1641.25 Washington, DC
16     2 USA   70 MEX  3054.24  1903.85 Washington, DC
17     2 USA   90 GUA  3022.93  1884.66 Washington, DC
18     2 USA   91 HON  2951.22  1840.22 Washington, DC
19     2 USA   92 SAL  3054.24  1904.86 Washington, DC
20     2 USA   93 NIC  3134.03  1954.35 Washington, DC
21     2 USA   94 COS  3314.82  2067.47 Washington, DC
22     2 USA   95 PAN  3358.25  2093.73 Washington, DC
23     2 USA  100 COL  3846.08  2397.74 Washington, DC
24     2 USA  101 VEN  3382.49  2108.88 Washington, DC
25     2 USA  110 GUY  4049.09  2525.00 Washington, DC
26     2 USA  115 SUR  4315.73  2690.64 Washington, DC
27     2 USA  130 ECU  4357.14  2716.90 Washington, DC
28     2 USA  135 PER  5707.51  3558.23 Washington, DC
29     2 USA  140 BRA  6789.22  4233.92 Washington, DC
30     2 USA  145 BOL  6231.70  3885.47 Washington, DC
31     2 USA  150 PAR  7456.83  4650.04 Washington, DC
32     2 USA  155 CHL  8095.15  5046.97 Washington, DC
33     2 USA  160 ARG  8401.18  5238.87 Washington, DC
34     2 USA  165 URU  8465.82  5278.26 Washington, DC
35     2 USA  200  UK  5991.32  3735.99 Washington, DC
36     2 USA  205 IRE  5499.45  3428.95 Washington, DC
37     2 USA  210 NTH  6259.98  3903.65 Washington, DC
38     2 USA  211 BEL  6308.46  3932.94 Washington, DC
39     2 USA  212 LUX  6444.81  4018.79 Washington, DC
40     2 USA  220 FRN  6255.94  3900.62 Washington, DC
41     2 USA  221 MNC  6819.52  4252.10 Washington, DC
42     2 USA  223 LIE  6794.27  4236.95 Washington, DC
43     2 USA  225 SWZ  6695.29  4175.34 Washington, DC
44     2 USA  230 SPN  6166.05  3844.06 Washington, DC
45     2 USA  232 AND  6446.83  4019.80 Washington, DC
46     2 USA  235 POR  5816.59  3626.91 Washington, DC
47     2 USA  255 GMY  6806.39  4244.02 Washington, DC
48     2 USA  260 GFR  6496.32  4051.11 Washington, DC
49     2 USA  265 GDR  6806.39  4244.02 Washington, DC
50     2 USA  290 POL  7268.97  4532.88 Washington, DC
51     2 USA  300 AUH  7201.30  4490.46 Washington, DC
52     2 USA  305 AUS  7201.30  4490.46 Washington, DC
53     2 USA  310 HUN  7441.68  4639.94 Washington, DC
54     2 USA  315 CZE  6974.05  4348.05 Washington, DC
55     2 USA  316 CZR  6974.05  4348.05 Washington, DC
56     2 USA  317 SLO  7254.83  4523.79 Washington, DC
57     2 USA  325 ITA  7345.73  4580.35 Washington, DC
58     2 USA  331 SNM  7175.04  4474.30 Washington, DC
59     2 USA  338 MLT  7804.27  4866.18 Washington, DC
60     2 USA  339 ALB  7854.77  4897.49 Washington, DC
61     2 USA  345 SER  7711.35  4807.60 Washington, DC
62     2 USA  341 MNG  7730.54  4820.73 Washington, DC
63     2 USA  343 MAC  7911.33  4932.84 Washington, DC
64     2 USA  344 CRO  7347.75  4581.36 Washington, DC
65     2 USA  345 YUG  7711.35  4807.60 Washington, DC
66     2 USA  346 BOS  7637.62  4762.15 Washington, DC
67     2 USA  349 SLV  7193.22  4485.41 Washington, DC
68     2 USA  350 GRC  8326.44  5192.41 Washington, DC
69     2 USA  352 CYP  9210.19  5742.86 Washington, DC
70     2 USA  355 BUL  8031.52  5007.58 Washington, DC
71     2 USA  359 MLD  8049.70  5018.69 Washington, DC
72     2 USA  360 RUM  8086.06  5041.92 Washington, DC
73     2 USA  365 RUS  7951.73  4958.09 Washington, DC
74     2 USA  366 EST  7050.81  4396.53 Washington, DC
75     2 USA  367 LAT  7197.26  4488.44 Washington, DC
76     2 USA  368 LIT  7393.20  4609.64 Washington, DC
77     2 USA  369 UKR  7936.58  4949.00 Washington, DC
78     2 USA  370 BLR  7575.00  4722.76 Washington, DC
79     2 USA  371 ARM  9512.18  5930.72 Washington, DC
80     2 USA  372 GRG  9527.33  5940.82 Washington, DC
81     2 USA  373 AZE  9805.08  6113.53 Washington, DC
82     2 USA  375 FIN  7003.34  4367.24 Washington, DC
83     2 USA  380 SWD  6713.47  4186.45 Washington, DC
84     2 USA  385 NOR  6322.60  3942.03 Washington, DC
85     2 USA  390 DEN  6600.35  4115.75 Washington, DC
86     2 USA  395 ICE  4571.26  2850.22 Washington, DC
87     2 USA  402 CAP  5772.15  3599.64 Washington, DC
88     2 USA  403 STP  9506.12  5927.69 Washington, DC
89     2 USA  404 GNB  6828.61  4258.16 Washington, DC
90     2 USA  411 EQG  9698.02  6046.87 Washington, DC
91     2 USA  420 GAM  6605.40  4118.78 Washington, DC
92     2 USA  432 MLI  7426.53  4630.85 Washington, DC
93     2 USA  433 SEN  6464.00  4030.91 Washington, DC
94     2 USA  434 BEN  8772.86  5470.16 Washington, DC
95     2 USA  435 MAA  6332.70  3948.09 Washington, DC
96     2 USA  436 NIR  8247.66  5142.92 Washington, DC
97     2 USA  437 CDI  8073.94  5033.84 Washington, DC
98     2 USA  438 GUI  7143.73  4454.10 Washington, DC
99     2 USA  439 BFO  7996.17  4986.37 Washington, DC
100    2 USA  450 LBR  7602.27  4739.93 Washington, DC
101    2 USA  451 SIE  7243.72  4516.72 Washington, DC
102    2 USA  452 GHA  8625.40  5378.25 Washington, DC
103    2 USA  461 TOG  8644.59  5390.37 Washington, DC
104    2 USA  471 CAO  9753.57  6081.21 Washington, DC
105    2 USA  475 NIG  8831.44  5506.52 Washington, DC
106    2 USA  481 GAB  9792.96  6106.46 Washington, DC
107    2 USA  482 CEN 10311.09  6429.66 Washington, DC
108    2 USA  483 CHA  9431.38  5881.23 Washington, DC
109    2 USA  484 CON 10588.84  6602.37 Washington, DC
110    2 USA  490 DRC 10588.84  6602.37 Washington, DC
111    2 USA  500 UGA 11790.74  7351.79 Washington, DC
112    2 USA  501 KEN 12237.16  7629.54 Washington, DC
113    2 USA  510 TAZ 12817.91  7992.13 Washington, DC
114    2 USA  511 ZAN 12812.86  7989.10 Washington, DC
115    2 USA  516 BUI 11739.23  7319.47 Washington, DC
116    2 USA  517 RWA 11672.57  7278.06 Washington, DC
117    2 USA  520 SOM 12707.82  7923.45 Washington, DC
118    2 USA  522 DJI 11770.54  7339.67 Washington, DC
119    2 USA  530 ETH 11628.13  7249.78 Washington, DC
120    2 USA  531 ERI 11151.41  6952.84 Washington, DC
121    2 USA  540 ANG 10683.78  6661.96 Washington, DC
122    2 USA  541 MZM 13537.03  8440.57 Washington, DC
123    2 USA  551 ZAM 12498.75  7793.16 Washington, DC
124    2 USA  552 ZIM 12848.21  8011.32 Washington, DC
125    2 USA  553 MAW 12816.90  7992.13 Washington, DC
126    2 USA  560 SAF 13118.89  8179.99 Washington, DC
127    2 USA  563 TRA 13118.89  8179.99 Washington, DC
128    2 USA  564 OFS 13178.48  8217.36 Washington, DC
129    2 USA  565 NAM 11976.58  7467.94 Washington, DC
130    2 USA  570 LES 13254.23  8264.83 Washington, DC
131    2 USA  571 BOT 12857.30  8016.37 Washington, DC
132    2 USA  572 SWA 13419.87  8367.85 Washington, DC
133    2 USA  580 MAG 14367.25  8958.70 Washington, DC
134    2 USA  581 COM 13516.83  8427.44 Washington, DC
135    2 USA  590 MAS 15357.05  9575.81 Washington, DC
136    2 USA  591 SEY 14051.12  8761.75 Washington, DC
137    2 USA  600 MOR  6248.87  3896.58 Washington, DC
138    2 USA  615 ALG  6892.24  4297.55 Washington, DC
139    2 USA  616 TUN  7450.77  4646.00 Washington, DC
140    2 USA  620 LIB  7952.74  4959.10 Washington, DC
141    2 USA  625 SUD 10682.77  6660.95 Washington, DC
142    2 USA  630 IRN 10335.33  6444.81 Washington, DC
143    2 USA  640 TUR  8869.82  5530.76 Washington, DC
144    2 USA  645 IRQ 10087.88  6290.28 Washington, DC
145    2 USA  651 EGY  9448.55  5891.33 Washington, DC
146    2 USA  652 SYR  9564.70  5964.05 Washington, DC
147    2 USA  660 LEB  9505.11  5926.68 Washington, DC
148    2 USA  663 JOR  9693.98  6044.85 Washington, DC
149    2 USA  666 ISR  9543.49  5950.92 Washington, DC
150    2 USA  670 SAU 11007.99  6863.96 Washington, DC
151    2 USA  678 YAR 11571.57  7215.44 Washington, DC
152    2 USA  679 YEM 11571.57  7215.44 Washington, DC
153    2 USA  680 YPR 11875.58  7404.31 Washington, DC
154    2 USA  690 KUW 10659.54  6646.81 Washington, DC
155    2 USA  692 BAH 11127.17  6938.70 Washington, DC
156    2 USA  694 QAT 11169.59  6963.95 Washington, DC
157    2 USA  696 UAE 11501.88  7172.01 Washington, DC
158    2 USA  698 OMA 11832.15  7378.05 Washington, DC
159    2 USA  700 AFG 11295.84  7043.74 Washington, DC
160    2 USA  701 TKM 10511.07  6553.89 Washington, DC
161    2 USA  702 TAJ 10881.74  6785.18 Washington, DC
162    2 USA  703 KYR 10671.66  6653.88 Washington, DC
163    2 USA  704 UZB 10598.94  6609.44 Washington, DC
164    2 USA  705 KZK 10645.40  6637.72 Washington, DC
165    2 USA  710 CHN 11348.36  7076.06 Washington, DC
166    2 USA  711 TBT 12415.93  7741.65 Washington, DC
167    2 USA  712 MON 10549.45  6578.13 Washington, DC
168    2 USA  713 TAW 12774.48  7964.86 Washington, DC
169    2 USA  730 KOR 11330.18  7063.94 Washington, DC
170    2 USA  731 PRK 11156.46  6955.87 Washington, DC
171    2 USA  732 ROK 11330.18  7063.94 Washington, DC
172    2 USA  740 JPN 11069.60  6902.34 Washington, DC
173    2 USA  750 IND 12227.06  7623.48 Washington, DC
174    2 USA  760 BHU 12676.51  7904.26 Washington, DC
175    2 USA  770 PAK 11545.31  7199.28 Washington, DC
176    2 USA  771 BNG 13130.00  8187.06 Washington, DC
177    2 USA  775 MYA 13997.59  8727.41 Washington, DC
178    2 USA  780 SRI 14613.69  9112.22 Washington, DC
179    2 USA  790 NEP 12575.51  7841.64 Washington, DC
180    2 USA  781 MAD 14550.06  9072.83 Washington, DC
181    2 USA  800 THI 14369.27  8959.71 Washington, DC
182    2 USA  811 CAM 14598.54  9103.13 Washington, DC
183    2 USA  812 LAO 13924.87  8681.96 Washington, DC
184    2 USA  815 VNM 14622.78  9117.27 Washington, DC
185    2 USA  816 DRV 13480.47  8405.22 Washington, DC
186    2 USA  817 RVN 14622.78  9118.28 Washington, DC
187    2 USA  820 MAL 15503.50  9666.71 Washington, DC
188    2 USA  830 SIN 15727.72  9806.09 Washington, DC
189    2 USA  835 BRU 15190.40  9471.78 Washington, DC
190    2 USA  840 PHI 13972.34  8712.26 Washington, DC
191    2 USA  850 INS 16500.37 10288.87 Washington, DC
192    2 USA  860 ETM 16112.53 10046.47 Washington, DC
193    2 USA  900 AUL 16082.23 10028.29 Washington, DC
194    2 USA  910 PNG 14641.97  9129.39 Washington, DC
195    2 USA  920 NEW 14198.58  8852.65 Washington, DC
196    2 USA  935 VAN 13476.43  8403.20 Washington, DC
197    2 USA  940 SOL 13607.73  8485.01 Washington, DC
198    2 USA  950 FJI 12603.79  7858.81 Washington, DC
199    2 USA  983 MSI 11574.60  7216.45 Washington, DC
200    2 USA  986 PAL 14054.15  8762.76 Washington, DC
201    2 USA  987 FSM 12505.82  7798.21 Washington, DC
202    2 USA  990 WSM 12850.23  8012.33 Washington, DC

But how do you read in several?

Reading multiple files

  1. Get file names in one vector
dataset_files <- list.files("data/files", pattern = ".csv$", full.names = TRUE)
dataset_files
[1] "data/files/csv-example-quotes.csv"   
[2] "data/files/csv-example-semicolon.csv"
[3] "data/files/csv-example.csv"          
  1. Define reading function
read_dat <- function(x) {
  rio::import(x)
}
  1. Loop over files
dataset_list <- map(dataset_files, read_dat)
  1. Bind into one table
bind_rows(dataset_list)
Error in `bind_rows()`:
! Can't combine `..1$kmdist` <double> and `..2$kmdist` <character>.

-> change the read_dat function until all data frames are the same

read_dat <- function(x) {
  rio::import(x) |> 
    mutate(kmdist = str_replace(kmdist, ",", "."),
           midist = str_replace(midist, ",", ".")) |> 
    mutate(kmdist = as.numeric(kmdist),
           midist = as.numeric(midist))
}
map(dataset_files, read_dat) |> 
  bind_rows()

Files as databases: Why?

  • when working with larger datasets, the available memory of your computer becomes an issue
  • “big data” is often defined as datasets larger than your memory
  • in these cases you have three choices
  1. Let each file Quarto file do less (you don’t have to have different slightly different objects)
  2. Chunk your analysis. Often, you can perform analysis or pre-processing on one subset of the data after the other and combine the results
  3. Get better hardware or use cloud computing (both are expensive, but possible)

Files as databases: How?

Let’s have a look at 2. since it might not be entirely clear. Let’s get a big file first:

corp_hoc <- "data/Corp_HouseOfCommons_V2.rds"
if (!file.exists(corp_hoc)) {
  library(dataverse)
  Sys.setenv("DATAVERSE_SERVER" = "dataverse.harvard.edu")
  # get dataset by doi
  ds <- get_dataset("doi:10.7910/DVN/L4OAKN")
  # you can inspect that object with
  # as_tibble(ds[["files"]][, c("label", "id")])
  
  url <- get_file(3758859L, 
                  dataset = "doi:10.7910/DVN/ZY3RV7",
                  return_url = TRUE)
  
  
  curl::curl_download(url, destfile = corp_hoc, quiet = FALSE)
}
corp_hoc_df <- readRDS(corp_hoc) |> 
  mutate(date = as.Date(date))

Let’s say this was not stored as one file, but a colelction of CSV files:

if (!dir.exists("data/house_of_commons")) {
  # I split this into file just for demonstration puposes
  corp_hoc_list <- split(corp_hoc_df, corp_hoc_df$party)
  dir.create("data/house_of_commons")
  for (party in names(corp_hoc_list)) {
    rio::export(corp_hoc_list[[party]], paste0("data/house_of_commons/", party, ".csv"))
  }
}
list.files("data/house_of_commons")
 [1] "APNI.csv"                      "Birkenhead Social Justice.csv"
 [3] "Change UK.csv"                 "Con.csv"                      
 [5] "DUP.csv"                       "GPEW.csv"                     
 [7] "Independent.csv"               "Lab.csv"                      
 [9] "LibDem.csv"                    "other.csv"                    
[11] "PlaidCymru.csv"                "Referendum.csv"               
[13] "Respect.csv"                   "SDLP.csv"                     
[15] "SDP.csv"                       "SNP.csv"                      
[17] "The Independents.csv"          "UKIP.csv"                     
[19] "UKUP.csv"                      "UPUP.csv"                     
[21] "UUP.csv"                      

Files as databases: How?

We could read all of them in and combine them, like above. Or we can use arrow to treat them as a database:

library(arrow)
corp_hoc_con <- open_dataset(sources = "data/house_of_commons",
                             format = "csv")

The corp_hoc_con is way smaller than the actual data object:

object.size(corp_hoc_con)
504 bytes
object.size(corp_hoc_df) |> 
  format(units = "MB")
[1] "2269.5 Mb"

Yet we can still treat it like a normal data.frame:

corp_hoc_con |> 
  mutate(date = as.Date(date)) |> 
  filter(date >= "2000-01-01",
         date < "2001-01-01") |> 
  select(party) |> 
  collect() |> 
  count(party, sort = TRUE)
# A tibble: 11 × 2
   party           n
   <chr>       <int>
 1 Lab         31786
 2 Con         21703
 3 LibDem       5370
 4 UUP           842
 5 PlaidCymru    373
 6 other         140
 7 SNP           119
 8 Independent    85
 9 DUP            67
10 SDLP           64
11 UKUP           56

The only difference is that we have to call collect at some point, to load the data into memory. Since we can filter it though, the memory footprint will still be much smaller. We could also

Exercises 3

  1. When might it make sense to treat a folder full of files as a database?
  2. When could it make sense to save data in an arrow database full of csv files?
  3. arrow also supports a file format called Parquet. Using it instead of CSV files increases speed and reduces file sizes, while it is also widely used by other languages and programs. Create a new folder where you store the Houses of Commons data in one file per speaker (hint read ?arrow::write_parquet first).
  4. Connect to the “database” of Parquet files and make a plot showing how many entries there are over the years per party.

Collaborative working

Git

  • git was developed for collaborative work on software
  • it is excellently suited for research projects as well!
  • you can get a free Github premium account with your university address
  • this enables you to have private repositories (otherwise all repositories are public)

Google Sheets

Google sheets is a free service by Google–which can be controlled from R!

library(googlesheets4)
# write
write_sheet(gss_cat, "gs4-test")
# read
cats_df <- read_sheet("https://docs.google.com/spreadsheets/d/1XdqfPXrZCTim156m8SteKG_teOgj9AJLcAHOMrV_wfI/edit?usp=sharing")
# update
cats_df_updated <- cats_df |> 
  add_case(
    year = 2000,
    marital = "Never married", 
    age = 26, 
    race = "White", 
    rincome = "$8000 to 9999", 
    partyid = "Ind,near rep", 
    relig = "Protestant", 
    denom = "Southern baptist", 
    tvhours = 12
  )
write_sheet(cats_df_updated, ss = "https://docs.google.com/spreadsheets/d/1XdqfPXrZCTim156m8SteKG_teOgj9AJLcAHOMrV_wfI/edit?usp=sharing", sheet = "gss_cat_updated")

Data storage alternatives

  1. Whatever your university provides
  2. Dropbox, OneDrive, Box, etc
  3. Self hosted services like Nextcloud, Owncloud, etc.

Pitfalls:

  • always back up your data (3-2-1 backup strategy)!
  • think about who you give access
  • make sure to not work on the same file at the same time as someone else

Exercises 4

  1. If you have a Google account, try to upload and download some data to Google Sheets

Wrap Up

Save some information about the session for reproducibility.

Show Session Info
sessionInfo()
R version 4.4.1 (2024-06-14)
Platform: x86_64-pc-linux-gnu
Running under: EndeavourOS

Matrix products: default
BLAS:   /usr/lib/libblas.so.3.12.0 
LAPACK: /usr/lib/liblapack.so.3.12.0

locale:
 [1] LC_CTYPE=en_GB.UTF-8       LC_NUMERIC=C              
 [3] LC_TIME=en_GB.UTF-8        LC_COLLATE=en_GB.UTF-8    
 [5] LC_MONETARY=en_GB.UTF-8    LC_MESSAGES=en_GB.UTF-8   
 [7] LC_PAPER=en_GB.UTF-8       LC_NAME=C                 
 [9] LC_ADDRESS=C               LC_TELEPHONE=C            
[11] LC_MEASUREMENT=en_GB.UTF-8 LC_IDENTIFICATION=C       

time zone: Europe/Amsterdam
tzcode source: system (glibc)

attached base packages:
[1] stats     graphics  grDevices utils     datasets  methods   base     

other attached packages:
 [1] lubridate_1.9.3    forcats_1.0.0      stringr_1.5.1      dplyr_1.1.4       
 [5] purrr_1.0.2        readr_2.1.5        tidyr_1.3.1        tibble_3.2.1      
 [9] ggplot2_3.5.1      tidyverse_2.0.0    tinytable_0.3.0.10

loaded via a namespace (and not attached):
 [1] gtable_0.3.5      jsonlite_1.8.8    compiler_4.4.1    tidyselect_1.2.1 
 [5] scales_1.3.0      yaml_2.3.8        fastmap_1.1.1     R6_2.5.1         
 [9] generics_0.1.3    knitr_1.46        munsell_0.5.1     pillar_1.9.0     
[13] tzdb_0.4.0        rlang_1.1.4       utf8_1.2.4        stringi_1.8.4    
[17] xfun_0.44         timechange_0.3.0  cli_3.6.3         withr_3.0.0      
[21] magrittr_2.0.3    digest_0.6.35     grid_4.4.1        rstudioapi_0.16.0
[25] hms_1.1.3         lifecycle_1.0.4   vctrs_0.6.5       evaluate_0.23    
[29] glue_1.7.0        fansi_1.0.6       colorspace_2.1-0  rmarkdown_2.26   
[33] tools_4.4.1       pkgconfig_2.0.3   htmltools_0.5.8.1

References

Weidmann, Nils B. 2023. Data Management for Social Scientists: From Files to Databases. 1st ed. Cambridge University Press. https://doi.org/10.1017/9781108990424.